{"id":202032,"date":"2026-10-14T08:03:14","date_gmt":"2026-10-14T12:03:14","guid":{"rendered":"https:\/\/innowise.com\/?p=202032"},"modified":"2026-10-15T04:16:51","modified_gmt":"2026-10-15T08:16:51","slug":"ai-in-crm","status":"publish","type":"post","link":"https:\/\/innowise.com\/pl\/blog\/ai-in-crm\/","title":{"rendered":"Sztuczna inteligencja w CRM: przyk\u0142ady zastosowa\u0144, korzy\u015bci i wdro\u017cenie"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"202032\" class=\"elementor elementor-202032\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b8abf8b e-flex e-con-boxed e-con e-parent\" data-id=\"b8abf8b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0e2863a elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"0e2863a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n    \n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f524c10 elementor-widget-tablet__width-inherit elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"f524c10\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">AI in CRM: use cases, benefits, and implementation<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3abf434 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"3abf434\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"heroBottom\">\r\n\r\n  <div class=\"second\">\r\n    <span>[post_modified_date]<\/span>\r\n    <span>23 min read<\/span>\r\n  <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-970be0b article-description e-con-full e-flex e-con e-parent\" data-id=\"970be0b\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-f2465c0 author-article e-con-full e-flex e-con e-child\" data-id=\"f2465c0\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e6efd78 e-con-full e-flex e-con e-child\" data-id=\"e6efd78\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3d76e49 e-con-full e-flex e-con e-child\" data-id=\"3d76e49\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef45fbb elementor-widget elementor-widget-shortcode\" data-id=\"ef45fbb\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n    <div class=\"expert_card-container\">\n        <div class=\"expert_card-top\">\n            <div class=\"expert_card-top-img\">\n                                    <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/07\/Raman-Karabach.png\" alt=\"Raman Karabach, Head of Microsoft Dynamics and CRM..\">\n                                                <a href=\"https:\/\/www.linkedin.com\/in\/raman-karabach-90830417b\/\" class=\"expert_card-top-img-link\" target=\"_blank\" rel=\"noopener noreferrer\">\n                    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" viewBox=\"0 0 40 40\" fill=\"none\">\n                        <rect width=\"40\" height=\"40\" rx=\"20\" fill=\"#E8E8E8\"\/>\n                        <path d=\"M10.0002 12.8001C10.0002 11.4802 10.0002 10.8202 10.4102 10.4102C10.8203 10.0001 11.4802 10.0001 12.8002 10.0001H27.2002C28.5201 10.0001 29.1801 10.0001 29.5901 10.4102C30.0002 10.8202 30.0002 11.4802 30.0002 12.8001V27.2001C30.0002 28.52 30.0002 29.18 29.5901 29.5901C29.1801 30.0001 28.5201 30.0001 27.2002 30.0001H12.8002C11.4802 30.0001 10.8203 30.0001 10.4102 29.5901C10.0002 29.18 10.0002 28.52 10.0002 27.2001V12.8001Z\" fill=\"white\"\/>\n                        <path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M28.6112 10C29.3782 10 30.0001 10.6218 30.0001 11.3889V28.6111C30.0001 29.3782 29.3782 30 28.6112 30H11.3889C10.6219 30 10.0001 29.3782 10.0001 28.6111V11.3889C10.0001 10.6218 10.6219 10 11.3889 10H28.6112ZM13.0591 26.9444H15.9842V17.5H13.0591V26.9444ZM23.507 17.2114C21.5029 17.2114 20.6595 18.7722 20.6595 18.7722V17.5H17.8543V26.9444H20.6595V21.9868C20.6595 20.6584 21.2709 19.868 22.4412 19.8679C23.5171 19.8679 24.0338 20.6275 24.0338 21.9868V26.9444H26.9445V20.9649C26.9445 18.4349 25.5103 17.2114 23.507 17.2114ZM14.5077 12.7778C13.5522 12.7778 12.7778 13.5583 12.7778 14.5207C12.7779 15.483 13.5522 16.2633 14.5077 16.2633C15.4631 16.2632 16.237 15.483 16.237 14.5207C16.237 13.5583 15.4632 12.7778 14.5077 12.7778Z\" fill=\"#2867B2\"\/>\n                    <\/svg>\n                <\/a>\n                            <\/div>\n            <div class=\"expert_card-top-right\">\n                <div class=\"expert_card-top-name\">\n                    By <a href=\"https:\/\/innowise.com\/pl\/authors\/raman-karabach\/\">Raman Karabach<\/a>\n                <\/div>\n                                <div class=\"expert_card-top-position\">\n                    Head of CRM Practice                <\/div>\n                                <div class=\"expert_card-top-right-bottom desc\">\n                    <div class=\"expert_card-top-ver\">\n                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\"><path d=\"M17.486 9.00039L15.6037 6.8481L15.866 4.00153L13.0811 3.36896L11.6231 0.900391L9.00024 2.02668L6.37738 0.900391L4.91938 3.36125L2.13453 3.9861L2.39681 6.84039L0.514526 9.00039L2.39681 11.1527L2.13453 14.007L4.91938 14.6395L6.37738 17.1004L9.00024 15.9664L11.6231 17.0927L13.0811 14.6318L15.866 13.9992L15.6037 11.1527L17.486 9.00039Z\" fill=\"#717171\"\/><path d=\"M12.2783 7.55371L8.10059 11.7324L5.72168 9.35352L6.42871 8.64648L8.09961 10.3174L11.5713 6.84668L12.2783 7.55371Z\" fill=\"white\"\/><\/svg>                        Verified expert\n                        <div class=\"expert_card-top-ver-text\">\n                            Every article at Innowise is created by authors with real-world experience. They understand the topic beyond theory and bring insight from real projects.\n                            <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"16\" height=\"8\" viewBox=\"0 0 16 8\" fill=\"none\">\n                                <path d=\"M8 8L16 0L6.99382e-07 -1.39876e-06L8 8Z\" fill=\"#717171\"\/>\n                            <\/svg>\n                        <\/div>\n                    <\/div>\n                    \n                                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"3\" height=\"3\" viewBox=\"0 0 3 3\" fill=\"none\"><path d=\"M1.5 0C2.32843 0 3 0.671573 3 1.5C3 2.32843 2.32843 3 1.5 3C0.671573 3 0 2.32843 0 1.5C0 0.671573 0.671573 0 1.5 0Z\" fill=\"#717171\"\/><\/svg>                    <div class=\"expert_card-top-year\">\n                        5+ years of experience                    <\/div>\n                                    <\/div>\n            <\/div>\n        <\/div>\n        <div class=\"expert_card-top-right-bottom mob\">\n            <div class=\"expert_card-top-ver\">\n                <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\"><path d=\"M17.486 9.00039L15.6037 6.8481L15.866 4.00153L13.0811 3.36896L11.6231 0.900391L9.00024 2.02668L6.37738 0.900391L4.91938 3.36125L2.13453 3.9861L2.39681 6.84039L0.514526 9.00039L2.39681 11.1527L2.13453 14.007L4.91938 14.6395L6.37738 17.1004L9.00024 15.9664L11.6231 17.0927L13.0811 14.6318L15.866 13.9992L15.6037 11.1527L17.486 9.00039Z\" fill=\"#717171\"\/><path d=\"M12.2783 7.55371L8.10059 11.7324L5.72168 9.35352L6.42871 8.64648L8.09961 10.3174L11.5713 6.84668L12.2783 7.55371Z\" fill=\"white\"\/><\/svg>                Verified expert\n                \n            <\/div>\n                        <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"3\" height=\"3\" viewBox=\"0 0 3 3\" fill=\"none\"><path d=\"M1.5 0C2.32843 0 3 0.671573 3 1.5C3 2.32843 2.32843 3 1.5 3C0.671573 3 0 2.32843 0 1.5C0 0.671573 0.671573 0 1.5 0Z\" fill=\"#717171\"\/><\/svg>            <div class=\"expert_card-top-year\">\n                5+ years of experience            <\/div>\n                    <\/div>\n                <div class=\"expert_card-text\">\n            Raman leads CRM and Microsoft Dynamics 365 projects across insurance, automotive, and manufacturing. He specializes in CRM consulting, data architecture, delivery management, and the development of ERP and CRM expertise.        <\/div>\n                <div class=\"expert_card-bottom\">\n\t\t\t<div class=\"expert_card-bottom-col\">\n\t\t\t\t\t\t\t\t<div class=\"expert_card-bottom-expertise\">\n\t\t\t\t\t<div class=\"expert_card-bottom-expertise-title\">\n\t\t\t\t\t\tExpertise\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"expert_card-bottom-expertise-list\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tCRM\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"3\" height=\"3\" viewBox=\"0 0 3 3\" fill=\"none\"><path d=\"M1.5 0C2.32843 0 3 0.671573 3 1.5C3 2.32843 2.32843 3 1.5 3C0.671573 3 0 2.32843 0 1.5C0 0.671573 0.671573 0 1.5 0Z\" fill=\"#717171\"\/><\/svg>\t\t\t\t\t\t\tMicrosoft Dynamics\t\t\t\t\t\t\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"3\" height=\"3\" viewBox=\"0 0 3 3\" fill=\"none\"><path d=\"M1.5 0C2.32843 0 3 0.671573 3 1.5C3 2.32843 2.32843 3 1.5 3C0.671573 3 0 2.32843 0 1.5C0 0.671573 0.671573 0 1.5 0Z\" fill=\"#717171\"\/><\/svg>\t\t\t\t\t\t\tDelivery management\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\n            <a href=\"#contact-form\" class=\"expert_card-bottom-a\">\n                Let's talk\n            <\/a>\n        <\/div>\n    <\/div>\n\n    <style>\n        .expert_card-container{\n            max-width:1000px;\n            width:100%;\n            padding:40px 60px;\n            background: #F6FAFE;\n            border: 1px solid #9CC6ED;\n        }\n        .expert_card-top{\n            display:flex;\n            gap:30px;\n            align-items:center;\n            margin-bottom:24px;\n        }\n        .expert_card-top-img{\n            position:relative;\n        }\n        .expert_card-top-img img{\n            display:block;\n            width:130px;\n            border-radius:100%;\n\n        }\n        .expert_card-top-img-link{\n   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<\/style>\n\n    <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27f6da7 e-con-full takeways e-flex e-con e-child\" data-id=\"27f6da7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e65d259 elementor-widget elementor-widget-heading\" data-id=\"e65d259\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key takeaways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8d5045 elementor-widget elementor-widget-text-editor\" data-id=\"c8d5045\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\">\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AI in CRM<\/span><span style=\"font-weight: 400;\"> helps teams score leads, draft content, answer questions, spot account risks, and keep records current. Different tasks need different types of AI.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Start with one recurring problem and a measurable outcome. A useful first project might reduce case wrap-up time or improve the order in which reps contact leads.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Better output depends on clear records, current knowledge, and controlled access. Connecting more data does not automatically produce better answers.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Published results need context. A vendor\u2019s customer story, a sales survey, and an academic study provide different kinds of evidence.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Judge the investment by business results after review time, software charges, and support costs. More AI activity is not a business result.<\/span><\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2043a3c e-con-full e-flex e-con e-child\" data-id=\"2043a3c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3b2e623 elementor-widget elementor-widget-shortcode\" data-id=\"3b2e623\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[summarize_button_ai]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03e0b21 elementor-widget elementor-widget-shortcode\" data-id=\"03e0b21\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[summarize_button_google]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ca4eb72 elementor-absolute elementor-widget elementor-widget-html\" data-id=\"ca4eb72\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n    @media (max-width: 768px) {\n        .summarize_ai_button, .summarize_google_button {\n            width: 100%;\n            justify-content: center;\n        }\n    }\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ccd97df elementor-widget elementor-widget-text-editor\" data-id=\"ccd97df\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Your CRM can do a LOT. Pick out leads worth calling first, catch signs that a customer might leave, turn a messy call transcript into a follow-up you can review and send. All thanks to AI.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So, yes, this article is an ode to <\/span><span style=\"font-weight: 400;\">leveraging AI in CRM systems<\/span><span style=\"font-weight: 400;\">. You\u2019ll learn what it can take off your team\u2019s plate, where it earns its keep, and how to get it working in your business.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">I promise it\u2019ll be an interesting read.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-251ab53 e-con-full e-flex e-con e-child\" data-id=\"251ab53\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-42a8406 elementor-widget elementor-widget-shortcode\" data-id=\"42a8406\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[blog_related_services post_in='160088, 191879, 191687' title='Services we offer']<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-690d3de e-con-full e-flex e-con e-child\" data-id=\"690d3de\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eff40cd elementor-widget elementor-widget-heading\" data-id=\"eff40cd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A few market stats<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-94f4d02 e-con-full e-flex e-con e-child\" data-id=\"94f4d02\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b11de27 elementor-widget__width-initial elementor-widget elementor-widget-html\" data-id=\"b11de27\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\n.numbers_container {\n    display: grid;\n    grid-template-columns: repeat(3, 1fr);\n    gap: 80px;\n}\n\n.number-item {\n    display: flex;\n    flex-direction: column;\n    justify-content: space-between;\n    gap: 20px;\n}\n\n.number {\n    font-size: 50px;\n    line-height: 65px;\n    font-weight: 400;\n    font-family: \"IBM Plex Sans\";\n    color: #2e2e2e;\n}\n\na.number {\n    text-decoration: none !important;\n}\n\n.number-text {\n    font-family: karla;\n    font-size: 18px;\n    line-height: 27px;\n    color: #2e2e2e;\n    padding-bottom: 10px;\n}\n\n.bottom_line {\n    height: 1px;\n    width: 100%;\n    background-color: #999999;\n    margin-top: auto;\n}\n\n@media (max-width: 1279px) {\n    .numbers_container {\n        display: grid;\n        grid-template-columns: repeat(3, 1fr);\n        gap: 40px;\n    }\n    .number {\n        font-size: 40px;\n        line-height: 53px;\n        font-weight: 400;\n        font-family: \"IBM Plex Sans\";\n        color: #2e2e2e;\n    }\n}\n\n@media (max-width: 767px) {\n    .numbers_container {\n        grid-template-columns: 1fr;\n        gap: 20px;\n    }\n    \n    .number-item {\n        gap: 10px;\n    }\n\n    .number {\n        font-size: 40px;\n        line-height: 55px;\n    }\n\n    .number-text {\n        font-size: 14px;\n        line-height: 21px;\n        padding-bottom: 5px;\n    }\n}\n<\/style>\n\n<div class=\"numbers_container\">\n    <div class=\"number-item\">\n        <a class=\"number\" target=\"_blank\" href=\"https:\/\/www.salesforce.com\/news\/stories\/sales-ai-statistics-2024\/\" rel=\"noopener noreferrer\">81%<\/a>\n        <span class=\"number-text\">of sales teams were testing or using AI<\/span>\n        <div class=\"bottom_line\"><\/div>\n        \n        \n    <\/div>\n    \n    \n    <div class=\"number-item\">\n        <a class=\"number\"  href=\"https:\/\/www.salesforce.com\/news\/stories\/sales-ai-statistics-2024\/\" target=\"_blank\" rel=\"noopener noreferrer\">70%<\/a>\n        <span class=\"number-text\">of reps\u2019 time went to non-selling work<\/span>\n        <div class=\"bottom_line\"><\/div>\n        \n    <\/div>    \n    \n    \n    <div class=\"number-item\">\n        <a class=\"number\" target=\"_blank\" href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/business%20functions\/quantumblack\/our%20insights\/the%20state%20of%20ai\/november%202025\/the-state-of-ai-2025-agents-innovation_cmyk-v1.pdf\" rel=\"noopener noreferrer\">88%<\/a>\n        <span class=\"number-text\">of organizations use AI in at least one business function<\/span>\n        <div class=\"bottom_line\"><\/div>\n        \n    <\/div>\n    \n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d2c1907 e-con-full e-flex e-con e-child\" data-id=\"d2c1907\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-673f2ce e-con-full e-flex e-con e-child\" data-id=\"673f2ce\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-df1c726 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"df1c726\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">AI adoption is moving fast<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eee2a94 elementor-widget elementor-widget-text-editor\" data-id=\"eee2a94\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Make sure your CRM can keep up<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2582977 e-con-full e-flex e-con e-child\" data-id=\"2582977\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbd531a elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"dbd531a\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-932f12d elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"932f12d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Consult with us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06993c7 e-con-full e-flex e-con e-child\" data-id=\"06993c7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-55a4bfd elementor-widget elementor-widget-heading\" data-id=\"55a4bfd\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI use cases in CRM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-334e2c4 e-con-full e-flex e-con e-child\" data-id=\"334e2c4\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-53c47d1 e-con-full e-flex e-con e-child\" data-id=\"53c47d1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae24331 elementor-widget elementor-widget-text-editor\" data-id=\"ae24331\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Before we get into the use cases, it\u2019s worth separating three things that often get lumped together.<\/span><\/p><p><a href=\"https:\/\/innowise.com\/ai\/machine-learning\/\"><b>Machine learning<\/b><\/a><span style=\"font-weight: 400;\"> looks for patterns in past data to predict what might happen next, such as whether a lead will convert or a customer might churn.<\/span><\/p><p><a href=\"https:\/\/innowise.com\/ai\/generative\/\"><b>Generative AI<\/b><\/a><span style=\"font-weight: 400;\"> is the part that creates things: drafts emails, summarizes calls, answers questions, and turns messy information into something easier to use.<\/span><\/p><p><b>AI agents<\/b><span style=\"font-weight: 400;\"> go a step further. They can connect to other tools and actually carry out tasks, as long as they have permission to do so.<\/span><\/p><p><span style=\"font-weight: 400;\">There\u2019s some overlap between the three, but they\u2019re not the same thing.<\/span><\/p><p><span style=\"font-weight: 400;\">A model that can write a great sales email isn\u2019t automatically good at forecasting next quarter\u2019s revenue. And if all you need is to assign leads by postcode, a simple rule will probably do the job just fine. No AI required. Now, <\/span><span style=\"font-weight: 400;\">what problems does AI solve in CRM systems?<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f6473a5 e-con-full e-flex e-con e-child\" data-id=\"f6473a5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-32ba7d4 elementor-widget elementor-widget-html\" data-id=\"32ba7d4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n.cust-grid a {\r\n    text-decoration: underline;\r\n}\r\n\r\nul.list {\r\n  list-style: none;\r\n  padding: 0;\r\n  margin: 0;\r\n}\r\n\r\nul li.red-dot {\r\n  line-height: 135%;\r\n}\r\n\r\nul li.red-dot::before {\r\n  content: \"\";\r\n  background: #C63031;\r\n  display: inline-block;\r\n  width: 7px;\r\n  height: 7px;\r\n  border-radius: 50%;\r\n  margin-right: 7        px;\r\n  vertical-align: middle;\r\n  position: relative;\r\n  top: -1px;\r\n}\r\n\r\nul li.red-dot h3 {\r\n  display: inline; \r\n  font: inherit;\r\n  margin: 0;\r\n  line-height: inherit;\r\n}\r\n\r\n@media (max-width: 767px) {\r\n    ul li.red-dot {\r\n      line-height: 130%;\r\n    }\r\n\r\n    ul li.red-dot::before {\r\n      width: 5px;\r\n      height: 5px;\r\n      margin-right: 7px;\r\n    }\r\n}\r\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-25da3eb e-con-full e-flex e-con e-child\" data-id=\"25da3eb\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8f072fb e-grid e-con-full cust-grid e-con e-child\" data-id=\"8f072fb\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-0ea65b4 e-con-full e-flex e-con e-child\" data-id=\"0ea65b4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ef2664 elementor-widget elementor-widget-text-editor\" data-id=\"9ef2664\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\"><li class=\"red-dot\"><h3>1. Lead scoring and qualification<\/h3><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-289ca48 elementor-widget elementor-widget-text-editor\" data-id=\"289ca48\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Not every lead deserves the same urgency. <\/span><span style=\"font-weight: 400;\">AI in CRM <\/span><span style=\"font-weight: 400;\">can rank prospects using company size, source, past interactions, and deal history, then surface the ones worth calling first. Just define \u201cgood lead\u201d carefully: the one most likely to book a meeting may not be the one most likely to become a valuable customer.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6769946 e-con-full e-flex e-con e-child\" data-id=\"6769946\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fc6a4dd elementor-widget elementor-widget-text-editor\" data-id=\"fc6a4dd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>2. Sales forecasting and next-best actions<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-661fbb5 elementor-widget elementor-widget-text-editor\" data-id=\"661fbb5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A slipping close date, a missing decision-maker, a deal gone quiet: small signals can say a lot. <\/span><span style=\"font-weight: 400;\">Artificial intelligence in CRM<\/span><span style=\"font-weight: 400;\"> can use them to estimate what is likely to close and suggest the next move. Prediction and advice are different jobs, though, and neither guarantees the deal will move.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36472f0 e-con-full e-flex e-con e-child\" data-id=\"36472f0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b90caa9 elementor-widget elementor-widget-text-editor\" data-id=\"b90caa9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>3. Customer-specific marketing and recommendations<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0084cb6 elementor-widget elementor-widget-text-editor\" data-id=\"0084cb6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The same offer can land very differently depending on timing and context. Purchase history, service interactions, and product usage can help AI choose what to recommend and when. A click is nice, but extra revenue or margin is the stronger proof.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fc52e10 e-con-full e-flex e-con e-child\" data-id=\"fc52e10\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-513e8bb elementor-widget elementor-widget-text-editor\" data-id=\"513e8bb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>4. Content and email generation<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cc048bd elementor-widget elementor-widget-text-editor\" data-id=\"cc048bd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Blank pages waste time. Generative AI can turn CRM context into follow-ups, meeting recaps, campaign copy, and quick first drafts. Prices, dates, claims, and commitments should still come from approved records, not the model\u2019s imagination.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-58d64a3 e-con-full e-flex e-con e-child\" data-id=\"58d64a3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-636ffc4 elementor-widget elementor-widget-text-editor\" data-id=\"636ffc4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>5. Customer service chatbots and AI agents<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2d4c5c elementor-widget elementor-widget-text-editor\" data-id=\"f2d4c5c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Answering a question is one thing; changing a customer record is another. Chatbots can handle routine questions, while agents may check orders, open cases, or request changes. The more they can touch, the tighter the permissions should be.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72be0b7 e-con-full e-flex e-con e-child\" data-id=\"72be0b7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e7bf45 elementor-widget elementor-widget-text-editor\" data-id=\"7e7bf45\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>6. Sentiment and conversation analysis<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-486b3e2 elementor-widget elementor-widget-text-editor\" data-id=\"486b3e2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Calls and chats hide patterns that are easy to miss one conversation at a time. AI can surface recurring complaints, objections, and shifts in tone across hundreds of interactions. Treat tone scores with caution, though, because sarcasm, accents, translation, and poor audio can distort them.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1c4e25e e-con-full e-flex e-con e-child\" data-id=\"1c4e25e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c858631 elementor-widget elementor-widget-text-editor\" data-id=\"c858631\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>7. Customer churn prediction<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c39626 elementor-widget elementor-widget-text-editor\" data-id=\"9c39626\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">By the time a customer says they are leaving, the useful window may already be gone. Churn models look for earlier signals such as falling usage, billing trouble, support issues, or disappearing contacts. One warning still does not tell you whether that customer can be persuaded to stay.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c62389 e-con-full e-flex e-con e-child\" data-id=\"3c62389\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f528cbe elementor-widget elementor-widget-text-editor\" data-id=\"f528cbe\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>8. CRM data entry, cleansing, and enrichment<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74bedcf elementor-widget elementor-widget-text-editor\" data-id=\"74bedcf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A lot of CRM work is repetitive rather than complicated. AI can pull action items from notes, suggest fields, flag duplicates, and enrich records, with a person checking the result. Facts and model guesses should stay clearly separated, while exact rules belong in regular software.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-73971b6 e-con-full e-flex e-con e-child\" data-id=\"73971b6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e93913 elementor-widget elementor-widget-text-editor\" data-id=\"7e93913\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>9. Workflow automation<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-55c7f14 elementor-widget elementor-widget-text-editor\" data-id=\"55c7f14\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">One customer email can contain a complaint, an order number, and three separate requests. AI can unpack the mess, while standard automation handles routing, ownership, and deadlines. That division keeps language flexible and business rules predictable.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76af67e e-con-full e-flex e-con e-child\" data-id=\"76af67e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-81429c7 elementor-widget elementor-widget-text-editor\" data-id=\"81429c7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"list\">\n<li class=\"red-dot\">\n<h3>10. Employee copilots and knowledge assistance<\/h3>\n<\/li>\n<\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1551821 elementor-widget elementor-widget-text-editor\" data-id=\"1551821\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">\u201cWhat changed on this account?\u201d should not require opening ten records. A copilot can pull the answer from approved CRM data and company knowledge in seconds. Access rules still apply, and numbers should come from defined queries rather than a confident summary.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d15a4cf e-con-full e-flex e-con e-child\" data-id=\"d15a4cf\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-31a81f9 e-con-full e-flex e-con e-child\" data-id=\"31a81f9\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e2c0d91 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"e2c0d91\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Your use case doesn\u2019t need to fit a template<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-600f8d3 elementor-widget elementor-widget-text-editor\" data-id=\"600f8d3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Innowise can shape the AI around the way your CRM, data, and teams already work.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0eb97e e-con-full e-flex e-con e-child\" data-id=\"f0eb97e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f515bbb elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"f515bbb\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f65c66f elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"f65c66f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Shape it with us<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fe5bdab e-con-full e-flex e-con e-child\" data-id=\"fe5bdab\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ee46456 elementor-widget elementor-widget-heading\" data-id=\"ee46456\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Benefits of AI in CRM systems<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd68c90 e-con-full e-flex e-con e-child\" data-id=\"cd68c90\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-539dc15 elementor-widget elementor-widget-text-editor\" data-id=\"539dc15\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">AI in CRM <\/span><span style=\"font-weight: 400;\">should change something you can point to: less admin, faster service, sharper prioritization, cleaner records, stronger follow-up.<\/span><\/p><p><span style=\"font-weight: 400;\">If the team ignores the output, spends too long fixing it, or cannot show what improved, the benefit is mostly theoretical. The table below ties each promise to a visible change in daily work.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0670d0d e-con-full e-flex e-con e-child\" data-id=\"0670d0d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-058324d elementor-widget elementor-widget-html\" data-id=\"058324d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n\/* Universal Table Reset *\/\r\n    table, thead, tbody, tfoot, tr, th, td {\r\n      margin: 0;\r\n      padding: 0;\r\n      border: 0;\r\n      border-spacing: 0;\r\n      font-size: 100%;\r\n      font: inherit;\r\n      vertical-align: baseline;\r\n    }\r\n    \r\n    table {\r\n      border-collapse: collapse;\r\n      width: 100%; \/* Optional: stretches table to fit container *\/\r\n    }\r\n    \r\n    th {\r\n      font-weight: normal;\r\n      text-align: left; \/* Browser default for <th> is centered bold *\/\r\n    }\r\n\r\n    table th,\r\n    table td {\r\n      border: none;\r\n    }\r\n    \r\n    table thead:first-child tr:first-child th{\r\n        border-top: none;\r\n    }\r\n  .custom-table-wrapper{\r\n     overflow-x: auto; \r\n     scrollbar-width: thin;\r\n     scrollbar-color: #999999 #F5F5F7;\r\n  }\r\n  \r\n  .custom-table {\r\n    width: 100%;\r\n    margin: 0;\r\n    display: flex;\r\n    flex-direction: column;\r\n    border-collapse: collapse;\r\n    gap: 0;\r\n  }\r\n\r\n  .custom-table.row.data {\r\n    border-bottom: 1px solid black;\r\n  }\r\n\r\n  .custom-table .row {\r\n    display: grid;\r\n    font-size: 18px;\r\n    border-bottom: 1px solid #000;\r\n    font-weight: 600;\r\n  }\r\n\r\n  .custom-table .cell {\r\n    background-color: unset;\r\n    color: #2e2e2e;\r\n    font-family: Karla;\r\n    font-size: 18px;\r\n    font-weight: 400;\r\n    line-height: 27px;\r\n    vertical-align: top;\r\n    margin: 0;\r\n    padding: 20px;\r\n  }\r\n  \r\n  .custom-table .cell:first-child{\r\n      padding-left: 0;\r\n  }\r\n  \r\n  .custom-table .cell:last-child{\r\n      padding-right: 0;\r\n  }\r\n\r\n  .custom-table .header {\r\n    font-weight: 600;\r\n    border-bottom: 1px solid #000;\r\n    text-align: left;\r\n  }\r\n\r\n  .custom-table .row.header .cell {\r\n    font-weight: 700;\r\n    padding-top: 0;\r\n  }\r\n\r\n  .custom-table .row.hidden {\r\n    display: none;\r\n  }\r\n  \r\n  .table-toggle {\r\n      display: inline-block;\r\n      color: #c63031;\r\n      font-family: Karla;\r\n      font-weight: 700;\r\n      font-size: 22px;\r\n      line-height: 150%;\r\n      margin-top: 20px;\r\n      margin-left: 20px;\r\n      cursor: pointer;\r\n    }\r\n  \r\n  .table-toggle {\r\n    display: none;\r\n  }\r\n\r\n  \/* ====== RESPONSIVE ====== *\/\r\n\r\n  @media (max-width: 1279px) {\r\n    .custom-table {\r\n      min-width: 1000px;\r\n    }\r\n  }\r\n  \r\n  @media (max-width: 1024px){\r\n      .table-toggle{\r\n          display: block;\r\n      }\r\n  }\r\n\r\n  @media (max-width: 767px) {\r\n    .custom-table {\r\n      min-width: 732px;\r\n    }\r\n\r\n    .custom-table .cell {\r\n      font-size: 14px;\r\n      line-height: 21px;\r\n      padding: 20px 10px;\r\n    }\r\n    \r\n    .table-toggle{\r\n        font-size: 16px;\r\n        line-height: 140%;\r\n    }\r\n  }\r\n  \r\n  .systems-comparison-table-3 .row{\r\n    grid-template-columns: 2fr 3fr 3fr;  \r\n  }\r\n  \r\n<\/style>\r\n\r\n<script>\r\n  document.addEventListener(\"DOMContentLoaded\", () => {\r\n    const softwareRows = document.querySelectorAll(\".software-table .row.data\");\r\n    const softwareTableToggle = document.querySelector(\".software-table .table-toggle\");\r\n    const visibleCount = 4;\r\n\r\n    softwareRows.forEach((row, index) => {\r\n      if(matchMedia(\"(max-width: 1024px)\").matches) {\r\n        if (index >= visibleCount) row.classList.add(\"hidden\");\r\n      }\r\n    });\r\n\r\n    let expanded = false;\r\n\r\n    softwareTableToggle.addEventListener(\"click\", () => {\r\n      expanded = !expanded;\r\n\r\n      softwareRows.forEach((row, index) => {\r\n        if (!expanded && index >= visibleCount) {\r\n          row.classList.add(\"hidden\");\r\n        } else {\r\n          row.classList.remove(\"hidden\");\r\n        }\r\n      });\r\n\r\n      softwareTableToggle.textContent = expanded ? \"Show less\" : \"Show more\";\r\n    });\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93c00d9 elementor-widget elementor-widget-html\" data-id=\"93c00d9\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"systems-comparison-table-3\">\r\n    <div class=\"custom-table-wrapper\">\r\n        <table class=\"custom-table\">\r\n            <thead>\r\n                <tr class=\"row header\">\r\n                    <th class=\"cell\">Benefits of AI in CRM<\/th>\r\n                    <th class=\"cell\">What changes in daily work<\/th>\r\n                    <th class=\"cell\">Evidence to collect<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Higher sales productivity<\/td>\r\n                    <td class=\"cell\">Reps spend less time preparing briefs and recording follow-ups<\/td>\r\n                    <td class=\"cell\">Selling time, follow-up completion, and wins per rep<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Better customer insights<\/td>\r\n                    <td class=\"cell\">Teams can review recurring needs across more conversations<\/td>\r\n                    <td class=\"cell\">Validated themes and actions taken from them<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">More relevant customer interactions<\/td>\r\n                    <td class=\"cell\">Messages reflect the account\u2019s products, needs, and current issues<\/td>\r\n                    <td class=\"cell\">Conversion lift, complaints, and unsubscribes<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Faster customer service<\/td>\r\n                    <td class=\"cell\">Staff find answers sooner; supported requests need fewer steps<\/td>\r\n                    <td class=\"cell\">Resolution time, repeat contacts, and customer satisfaction<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Better forecasting and decisions<\/td>\r\n                    <td class=\"cell\">Teams see deal risks and outcome estimates earlier<\/td>\r\n                    <td class=\"cell\">Forecast error and useful changes to plans<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Less manual CRM work<\/td>\r\n                    <td class=\"cell\">Draft notes and field suggestions reduce typing<\/td>\r\n                    <td class=\"cell\">Net minutes saved after checking and correction<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Higher data quality<\/td>\r\n                    <td class=\"cell\">Records become more complete, current, and traceable<\/td>\r\n                    <td class=\"cell\">Sampled accuracy, duplicate rate, and record freshness<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a64f813 elementor-widget elementor-widget-text-editor\" data-id=\"a64f813\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">There\u2019s some real evidence behind the productivity claims. A <\/span><a href=\"https:\/\/danielle.li\/assets\/docs\/GenerativeAIatWork.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">2025 study<\/span><\/a><span style=\"font-weight: 400;\"> of 5,172 customer-support agents found that access to a generative AI assistant helped them resolve 15% more issues per hour on average. The biggest gains went to less experienced workers; the most experienced saw little improvement and, in some cases, a slight drop in quality. One company, though, so don\u2019t treat 15% as a universal CRM benchmark.<\/span><\/p><p><span style=\"font-weight: 400;\">Sales data is murkier. <\/span><a href=\"https:\/\/www.salesforce.com\/news\/stories\/sales-ai-statistics-2024\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">Salesforce reported <\/span><\/a><span style=\"font-weight: 400;\">revenue growth among 83% of sales teams using AI, compared with 66% of teams without it. Interesting signal, yes. Proof that AI caused the difference, no.<\/span><\/p><p><span style=\"font-weight: 400;\">Saving time is the easy part to demonstrate. What the business does with that time is where the stronger case begins.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b8fc096 e-con-full e-flex e-con e-child\" data-id=\"b8fc096\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d5f6dc6 elementor-widget elementor-widget-heading\" data-id=\"d5f6dc6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Popular CRM platforms with AI capabilities<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4cac6a7 e-con-full e-flex e-con e-child\" data-id=\"4cac6a7\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[],&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-23ea8d7 elementor-widget elementor-widget-text-editor\" data-id=\"23ea8d7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The major CRM platforms are taking different routes into AI. Here\u2019s the short version:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d7f22c e-con-full e-flex e-con e-child\" data-id=\"1d7f22c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af3afec elementor-widget elementor-widget-html\" data-id=\"af3afec\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n  .x-industries__descriptions {\r\n    width: 100%;\r\n    overflow: hidden;\r\n  }\r\n\r\n  .x-industries__descriptions .swiper-wrapper,\r\n  .x-industries__swiper {\r\n    width: 100% !important;\r\n  }\r\n\r\n  .x-industries__descriptions-item:not(.swiper-slide-active) {\r\n    opacity: 0 !important;\r\n  }\r\n\r\n  .x-industries__swiper {\r\n    position: relative;\r\n    overflow: hidden;\r\n    box-sizing: border-box !important;\r\n  }\r\n\r\n  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0;\r\n  }\r\n\r\n  .x-slider-desc {\r\n    font-weight: 400;\r\n    font-size: 18px;\r\n    line-height: 27px;\r\n    font-family: Karla, sans-serif;\r\n    margin: 0;\r\n  }\r\n\r\n  .x-slider-desc + .x-slider-desc {\r\n    margin-top: 16px;\r\n  }\r\n\r\n  .x-slider-desc a {\r\n    color: inherit;\r\n    text-decoration: underline;\r\n  }\r\n\r\n  .x-industries__navigation {\r\n    position: relative;\r\n    flex-shrink: 0;\r\n    user-select: none;\r\n  }\r\n\r\n  .x-industries__navigation-btn {\r\n    padding-left: 0;\r\n    padding-right: 0;\r\n    border: none !important;\r\n    outline: none !important;\r\n    padding-top: 20px;\r\n  }\r\n\r\n  .x-industries__navigation-btn.swiper-button-disabled {\r\n    opacity: 0.5;\r\n  }\r\n\r\n  \/* ========================================= *\/\r\n  \/* NEW CONTENT LAYOUT: intro + logo, columns *\/\r\n  \/* ========================================= *\/\r\n  .x-slider-top {\r\n    display: flex;\r\n    align-items: flex-start;\r\n    gap: 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flex;\r\n    flex-direction: column;\r\n    gap: 12px;\r\n  }\r\n\r\n  .x-slider-column ul li {\r\n    position: relative;\r\n    padding-left: 18px;\r\n    font-family: Karla, sans-serif;\r\n    font-weight: 400;\r\n    font-size: 18px;\r\n    line-height: 150%;\r\n    color: #2E2E2E;\r\n  }\r\n  \r\n  .x-slider-column ul li a {\r\n    color: inherit;\r\n    text-decoration: underline;\r\n  }\r\n\r\n  .x-slider-column ul li::before {\r\n    content: \"\";\r\n    position: absolute;\r\n    left: 2px;\r\n    top: 11px;\r\n    width: 5px;\r\n    height: 5px;\r\n    border-radius: 50%;\r\n    background-color: #2E2E2E;\r\n  }\r\n\r\n  @media (max-width: 1024px) {\r\n    .x-industries__swiper {\r\n      overflow: visible;\r\n    }\r\n\r\n    .x-industries__list {\r\n      gap: 40px;\r\n    }\r\n\r\n    .x-industries__descriptions-item {\r\n      gap: 40px;\r\n    }\r\n\r\n    .x-slider-info-block {\r\n      max-width: 100%;\r\n    }\r\n\r\n    .x-industries__navigation {\r\n      display: 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}\r\n\r\n    .x-slider-column {\r\n      padding: 20px;\r\n    }\r\n\r\n    .x-slider-column h4 {\r\n      font-size: 16px;\r\n    }\r\n\r\n    .x-slider-column p,\r\n    .x-slider-column ul li {\r\n      font-size: 14px;\r\n      line-height: 145%;\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<div class=\"x-industries\">\r\n  <div class=\"x-industries__list\">\r\n    <div class=\"x-industries__swiper\">\r\n      <ul class=\"x-industries__list_container swiper-wrapper\">\r\n        <li class=\"swiper-slide active\">Creatio<\/li>\r\n        <li class=\"swiper-slide\">Salesforce<\/li>\r\n        <li class=\"swiper-slide\">Microsoft Dynamics 365<\/li>\r\n        <li class=\"swiper-slide\">Odoo<\/li>\r\n        <li class=\"swiper-slide\">SAP<\/li>\r\n        <li class=\"swiper-slide\">HubSpot<\/li>\r\n        <li class=\"swiper-slide\">Zoho<\/li>\r\n      <\/ul>\r\n    <\/div>\r\n\r\n    <div class=\"x-industries__navigation\">\r\n      <button class=\"x-industries__navigation-btn\">\r\n        <svg width=\"25\" height=\"24\" viewBox=\"0 0 25 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n          <g>\r\n            <path d=\"M12 4L4 12L12 20\" stroke=\"#2E2E2E\" stroke-width=\"2\" \/>\r\n            <path d=\"M21 12.0002L4 12.0002\" stroke=\"#2E2E2E\" stroke-width=\"2\" \/>\r\n          <\/g>\r\n        <\/svg>\r\n      <\/button>\r\n\r\n      <button class=\"x-industries__navigation-btn\">\r\n        <svg width=\"25\" height=\"24\" viewBox=\"0 0 25 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\r\n          <path d=\"M13 4L21 12L13 20\" stroke=\"#2E2E2E\" stroke-width=\"2\" \/>\r\n          <path d=\"M4 12.0002L21 12.0002\" stroke=\"#2E2E2E\" stroke-width=\"2\" \/>\r\n        <\/svg>\r\n      <\/button>\r\n    <\/div>\r\n  <\/div>\r\n\r\n  <div class=\"x-industries__descriptions industries__swiper\">\r\n    <div class=\"swiper-wrapper\">\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide swiper-slide-active\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\">I put <a href=\"https:\/\/innowise.com\/crm\/creatio\/\">Creatio<\/a> first because it positions itself as an AI-native CRM, with AI agents built into the platform and the option to create custom agents with no-code tools.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/Creatio.svg\" alt=\"Creatio logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li><a href=\"https:\/\/www.creatio.com\/company\/news\/23998\" target=\"_blank\" rel=\"noopener noreferrer\">Role-based AI agents<\/a><\/li>\r\n              <li>Predictive insights and recommendations<\/li>\r\n              <li>Content generation<\/li>\r\n              <li>AI-driven sales and service workflows<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>The core platform starts at <b>$40\/user\/month<\/b>, with Sales Creatio from <b>$15\/user\/month<\/b> on top.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\"><a href=\"https:\/\/innowise.com\/crm\/salesforce\/\">Salesforce<\/a> combines predictive AI, generative tools, and Agentforce agents across its CRM ecosystem.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/salesforce.svg\" alt=\"Salesforce logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li><a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=einstein_sales_lead_insights.htm&language=en_US&type=0\" target=\"_blank\" rel=\"noopener noreferrer\">Einstein lead and opportunity scoring<\/a><\/li>\r\n              <li>AI-generated summaries, emails, and recommendations<\/li>\r\n              <li><a href=\"https:\/\/www.salesforce.com\/agentforce\/\" target=\"_blank\" rel=\"noopener noreferrer\">Agentforce agents<\/a> for qualification, service, research, and workflow actions<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>Sales Cloud starts at <b>$25\/user\/month<\/b>; Agentforce can be added from <b>$125\/user\/month<\/b> or priced by usage, including <b>$500 per 100,000 Flex Credits<\/b>.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\"><a href=\"https:\/\/innowise.com\/erp\/dynamics-365\/\">Dynamics 365<\/a> brings Copilot and sales agents directly into CRM workflows and the wider Microsoft 365 environment.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/Microsoft-Dynamics-365-icons.svg\" alt=\"Microsoft Dynamics 365 logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li>Opportunity and account summaries<\/li>\r\n              <li>Email and meeting assistance<\/li>\r\n              <li>Natural-language insights and recommended actions<\/li>\r\n              <li>Prebuilt sales agents<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>Sales Enterprise costs <b>$105\/user\/month<\/b> and includes Copilot capabilities; Sales Premium is <b>$150\/user\/month<\/b> with <b>1,000 Copilot Credits<\/b> included.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\"><a href=\"https:\/\/innowise.com\/erp\/odoo\/development\/\">Odoo<\/a> takes a lighter, integrated approach, adding AI alongside its CRM and broader suite of business apps.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/Odoo.svg\" alt=\"Odoo logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li><a href=\"https:\/\/www.odoo.com\/documentation\/19.0\/applications\/sales\/crm\/track_leads\/lead_scoring.html\" target=\"_blank\" rel=\"noopener noreferrer\">Predictive lead scoring<\/a><\/li>\r\n              <li><a href=\"https:\/\/www.odoo.com\/documentation\/19.0\/applications\/productivity\/ai\/fields.html\" target=\"_blank\" rel=\"noopener noreferrer\">AI-generated field values<\/a> and content<\/li>\r\n              <li>Lead enrichment and generation<\/li>\r\n              <li>AI assistance across connected Odoo apps<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>Standard starts at <b>$24.90\/user\/month<\/b> billed annually; Custom starts at <b>$49\/user\/month<\/b>. Some in-app services require extra credits.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\">SAP Sales Cloud pairs Joule with AI-assisted selling, customer insights, and automation across the SAP ecosystem.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/SAP_Partner-1.svg\" alt=\"SAP logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li><a href=\"https:\/\/www.sap.com\/products\/crm\/joule-with-sap-sales-cloud-version-2.html\" target=\"_blank\" rel=\"noopener noreferrer\">Joule conversational assistance<\/a><\/li>\r\n              <li>Customer and account summaries<\/li>\r\n              <li>AI-supported sales insights<\/li>\r\n              <li>Agentic sales workflows<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>SAP Sales Cloud pricing is contract- and market-dependent; SAP lists its broader CRM packages as <b>price on request<\/b>. Joule Base is included in eligible packages.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\"><a href=\"https:\/\/innowise.com\/crm\/consulting\/\">HubSpot<\/a> spreads AI across prospecting, service, content, account research, and CRM data work.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/HubSpot.svg\" alt=\"HubSpot logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li>Prospecting and customer agents<\/li>\r\n              <li>Account research and conversational intelligence<\/li>\r\n              <li>AI-assisted content and outreach<\/li>\r\n              <li>Data Agent and smart CRM enrichment<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p>Sales Hub list pricing starts at <b>$20\/user\/month<\/b>; paid plans include HubSpot Credits, with extra credits from <b>$9 per 1,000<\/b> on annual billing.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n      <div class=\"x-industries__descriptions-item swiper-slide\">\r\n        <div class=\"x-slider-top\">\r\n          <div class=\"x-slider-info-block\">\r\n            <p class=\"x-slider-desc\">Zoho\u2019s Zia covers predictive sales intelligence, generative assistance, and AI agents across the CRM.<\/p>\r\n          <\/div>\r\n          <div class=\"x-slider-logo\">\r\n            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/Zoho.png\" alt=\"Zoho logo.\">\r\n          <\/div>\r\n        <\/div>\r\n        <div class=\"x-slider-columns\">\r\n          <div class=\"x-slider-column\">\r\n            <h4>Key AI features<\/h4>\r\n            <ul>\r\n              <li>Lead, deal, and churn predictions<\/li>\r\n              <li>Email summaries and sentiment analysis<\/li>\r\n              <li>Zia recommendations and insights<\/li>\r\n              <li>AI agents for sales tasks<\/li>\r\n            <\/ul>\r\n          <\/div>\r\n          <div class=\"x-slider-column\">\r\n            <h4>Pricing<\/h4>\r\n            <p><a href=\"https:\/\/innowise.com\/crm\/zoho\/\">Zoho CRM<\/a> starts at <b>$14\/user\/month<\/b> annually; Professional is <b>$23<\/b>, Enterprise <b>$40<\/b>, and Ultimate <b>$52<\/b>. More advanced Zia capabilities appear in the higher tiers.<\/p>\r\n          <\/div>\r\n        <\/div>\r\n      <\/div>\r\n\r\n    <\/div>\r\n  <\/div>\r\n<\/div>\r\n\r\n<script>\r\n  document.addEventListener(\"DOMContentLoaded\", function() {\r\n    const xindustriesListItems = document.querySelectorAll('.x-industries__list_container li');\r\n\r\n    const industriesSlider1 = new Swiper('.x-industries__swiper', {\r\n      slidesPerView: 'auto',\r\n      spaceBetween: 24,\r\n      watchSlidesProgress: true,\r\n      grabCursor: true,\r\n      breakpoints: {\r\n        280: {\r\n          spaceBetween: 20,\r\n        },\r\n        820: {\r\n          spaceBetween: 24,\r\n        },\r\n      }\r\n    });\r\n\r\n    const industriesSlider2 = new Swiper('.industries__swiper', {\r\n      slidesPerView: 1,\r\n      spaceBetween: 24,\r\n      effect: 'fade',\r\n      autoHeight: true,\r\n      grabCursor: true,\r\n      thumbs: {\r\n        swiper: industriesSlider1,\r\n      },\r\n      navigation: {\r\n        nextEl: \".x-industries__navigation button:nth-child(2)\",\r\n        prevEl: \".x-industries__navigation button:nth-child(1)\",\r\n      },\r\n    });\r\n\r\n    industriesSlider2.on('slideChange', function (data) {\r\n      const activeIndex = data.activeIndex;\r\n      industriesSlider1.slideTo(activeIndex);\r\n\r\n      xindustriesListItems.forEach((elem, i) => {\r\n        if (activeIndex === i) {\r\n          elem.classList.add('active');\r\n        } else {\r\n          elem.classList.remove('active');\r\n        }\r\n      });\r\n    });\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67191e2 elementor-widget elementor-widget-html\" data-id=\"67191e2\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n  .x-note-block {\r\n    border-left: 1px solid #C63031;\r\n    padding: 20px 40px 20px 34px;\r\n  }\r\n\r\n  .x-note-block p {\r\n    margin: 0;\r\n    font-family: Karla, sans-serif;\r\n    font-weight: 400;\r\n    font-style: normal;\r\n    font-size: 22px;\r\n    line-height: 150%;\r\n    letter-spacing: 0;\r\n    color: #2E2E2E;\r\n  }\r\n\r\n  .x-note-block p a {\r\n    color: inherit;\r\n    text-decoration: underline;\r\n  }\r\n\r\n  @media (max-width: 767px) {\r\n    .x-note-block {\r\n      padding: 10px 0 10px 20px;\r\n    }\r\n\r\n    .x-note-block p {\r\n      font-size: 16px;\r\n      line-height: 140%;\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<div class=\"x-note-block\">\r\n  <p>By the way, we\u2019re not watching these platforms from the sidelines. <a href=\"https:\/\/innowise.com\/crm\/\">Innowise works with CRM<\/a> systems across this list and beyond, from implementation and customization to integrations and AI.<\/p>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e3549b6 e-con-full e-flex e-con e-child\" data-id=\"e3549b6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f78b3f3 elementor-widget elementor-widget-text-editor\" data-id=\"f78b3f3\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p data-renderer-start-pos=\"44\" data-local-id=\"15360ef84dcc\">One useful buying rule: give every shortlisted platform the same tasks, data, and difficult cases. Compare the quality of the result, correction time, permissions, and cost per completed task, not the length of the feature list.<\/p><p data-renderer-start-pos=\"287\" data-local-id=\"336248978960\">Here are a few real-world examples of artificial intelligence in CRM and of how differently these tools can be used:<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ced156 elementor-widget elementor-widget-text-editor\" data-id=\"2ced156\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.hubspot.com\/case-studies\/issa-customer-agent\" target=\"_blank\" rel=\"noopener noreferrer\"><b>ISSA + HubSpot<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> an early support-agent rollout underperformed, so the team rebuilt its help content before relaunching. The reported result was a drop in first-response time from <\/span><b>7.5 hours to 4 hours<\/b><span style=\"font-weight: 400;\"> and around <\/span><b>4,000 conversations resolved per month<\/b><span style=\"font-weight: 400;\">. The lesson is simple: weak knowledge in, weak answers out.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/www.salesforce.com\/eu\/customer-stories\/heathrow-airport\/\" target=\"_blank\" rel=\"noopener noreferrer\"><b>Heathrow + Salesforce<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> Agentforce supports passenger FAQs and wayfinding using service content, maps, APIs, and live flight data. It\u2019s a good example of why static guidance and live operational information should come from different sources.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/danielle.li\/assets\/docs\/GenerativeAIatWork.pdf\" target=\"_blank\" rel=\"noopener noreferrer\"><b>Business software support<\/b><\/a><b>:<\/b><span style=\"font-weight: 400;\"> in the 2025 <\/span><i><span style=\"font-weight: 400;\">Generative AI at Work<\/span><\/i><span style=\"font-weight: 400;\"> study, support agents received real-time AI suggestions but stayed in control of the conversation. That\u2019s a useful reminder that AI does not have to face the customer directly to create value.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d50fa0e elementor-widget elementor-widget-text-editor\" data-id=\"d50fa0e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">These cases are useful signals, not clean AI-only benchmarks. The surrounding data, workflows, and human processes matter just as much as the model.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2af983a e-con-full e-flex e-con e-child\" data-id=\"2af983a\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-3d7e7c0 e-con-full e-flex e-con e-child\" data-id=\"3d7e7c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac22be6 elementor-widget-tablet__width-inherit elementor-widget__width-initial max100 elementor-widget elementor-widget-heading\" data-id=\"ac22be6\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Whether you stay with your current CRM or switch platforms<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-77b6dc5 elementor-widget elementor-widget-text-editor\" data-id=\"77b6dc5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Innowise can help you choose, customize, integrate, and extend the right setup<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-81fe400 e-con-full e-flex e-con e-child\" data-id=\"81fe400\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ba087d4 elementor-absolute elementor-widget-mobile__width-inherit transform elementor-widget elementor-widget-html\" data-id=\"ba087d4\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"wave-container\"><\/div>\r\n\r\n<style>\r\n  .wave-container {\r\n    width: 400px;\r\n    height: 400px;\r\n  }\r\n\r\n  @media(max-width: 767px) {\r\n    .wave-container {\r\n      width: 100%;\r\n      height: 100%;\r\n    }\r\n  }\r\n\r\n\r\n  .wave {\r\n    position: absolute;\r\n    border: 1px solid rgba(210, 184, 214, 1);\r\n    border-radius: 50%;\r\n    animation: drop 16s infinite;\r\n    top: 50%;\r\n    left: 50%;\r\n    transform: translate(-50%, -50%);\r\n    box-sizing: border-box;\r\n  }\r\n\r\n  @keyframes drop {\r\n    0% {\r\n      width: 0px;\r\n      height: 0px;\r\n      border: 1px solid rgba(210, 184, 214, 1);\r\n    }\r\n\r\n    100% {\r\n      width: 400px;\r\n      height: 400px;\r\n      border: 1px solid rgba(210, 184, 214, 0);\r\n    }\r\n  }\r\n<\/style>\r\n\r\n<script>\r\n\r\n  document.addEventListener('DOMContentLoaded', () => {\r\n    function createWaves(numberOfWaves) {\r\n      const waveContainers = document.querySelectorAll('.wave-container');\r\n\r\n      waveContainers.forEach((waveContainer) => {\r\n        for (let i = 0; i < numberOfWaves; i++) {\r\n          const wave = document.createElement('div');\r\n          wave.classList.add('wave');\r\n\r\n          wave.style.animationDelay = `${i * 0.8}s`;\r\n\r\n          waveContainer.appendChild(wave);\r\n        }\r\n      });\r\n    }\r\n\r\n    createWaves(10)\r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d5f17f elementor-align-left elementor-widget__width-initial elementor-widget-mobile__width-inherit cta-btn elementor-widget elementor-widget-button\" data-id=\"2d5f17f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Find your fit <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cf374fe e-con-full e-flex e-con e-child\" data-id=\"cf374fe\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e71da36 elementor-widget elementor-widget-heading\" data-id=\"e71da36\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Challenges of AI adoption in CRM and how to address them<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-13e43c7 e-con-full e-flex e-con e-child\" data-id=\"13e43c7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-58f2eea elementor-widget elementor-widget-text-editor\" data-id=\"58f2eea\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>The easiest way to break this down is by problem and response:\u00a0<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a2f997e e-con-full e-flex e-con e-child\" data-id=\"a2f997e\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9086bd7 elementor-widget elementor-widget-html\" data-id=\"9086bd7\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"systems-comparison-table-3\">\r\n    <div class=\"custom-table-wrapper\">\r\n        <table class=\"custom-table\">\r\n            <thead>\r\n                <tr class=\"row header\">\r\n                    <th class=\"cell\">Challenge<\/th>\r\n                    <th class=\"cell\">What can go wrong<\/th>\r\n                    <th class=\"cell\">What to do<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Poor or fragmented data<\/td>\r\n                    <td class=\"cell\">Duplicate records, stale contacts, missing outcomes, and inconsistent stages distort scores and summaries.<\/td>\r\n                    <td class=\"cell\">Clean the data needed for the specific use case, define a source of truth, and assign ownership. Skip the endless \u201cclean everything\u201d project.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Data privacy and security<\/td>\r\n                    <td class=\"cell\">CRM data may include contracts, private messages, and sensitive customer information. Agents can also be manipulated by malicious instructions embedded in emails or documents.<\/td>\r\n                    <td class=\"cell\"><a href=\"https:\/\/nvlpubs.nist.gov\/nistpubs\/ai\/NIST.AI.600-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">Restrict<\/a> what the model can access and change, review retention and processing rules, test misuse scenarios, and keep an incident process.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Bias and inaccurate output<\/td>\r\n                    <td class=\"cell\">Models can repeat historical bias, miss important context, or produce confident but wrong answers.<\/td>\r\n                    <td class=\"cell\">Test across customer groups, languages, and difficult cases. Keep source material visible and give the system permission to say \u201cI don\u2019t know.\u201d<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Integration complexity<\/td>\r\n                    <td class=\"cell\">The AI may produce the right answer while the workflow fails because of stale data, bad mappings, or rejected updates.<\/td>\r\n                    <td class=\"cell\">Test the full path from source to action, including errors, retries, recovery, and a manual fallback.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Implementation costs<\/td>\r\n                    <td class=\"cell\">Licenses are only part of the bill. Data work, integrations, testing, training, monitoring, and correction time all add up.<\/td>\r\n                    <td class=\"cell\">Model costs at normal and peak usage, track cost per accepted result, and check whether a native feature or simple rule can solve the problem first.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Excessive automation<\/td>\r\n                    <td class=\"cell\">Removing every human step makes unusual or high-stakes cases harder to recover.<\/td>\r\n                    <td class=\"cell\">Set approval levels by consequence. Drafting a reply and changing contract terms should never have the same freedom.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Low employee adoption<\/td>\r\n                    <td class=\"cell\">People will ignore AI that creates more checking, feels unreliable, or raises concerns about how their work is monitored.<\/td>\r\n                    <td class=\"cell\">Involve users early, let them reject output, show where time is saved, and measure repeated use rather than training attendance.<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Weak governance<\/td>\r\n                    <td class=\"cell\">Nobody knows who owns the system, what it may access, or when it should be stopped.<\/td>\r\n                    <td class=\"cell\">Name business and technical owners, record approved data and actions, keep review manageable, and re-test after meaningful changes.<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f68930 e-con-full e-flex e-con e-child\" data-id=\"7f68930\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-449e059 elementor-widget elementor-widget-heading\" data-id=\"449e059\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How to use AI in CRM: implementation roadmap<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb6e552 e-con-full e-flex e-con e-child\" data-id=\"fb6e552\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e86dad elementor-widget elementor-widget-text-editor\" data-id=\"5e86dad\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">This is the sequence we at Innowise recommend for a first deployment. The point is to make each stage produce something the next stage can use.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-75a4f1f elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"75a4f1f\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/ai-in-crm-implementation-roadmap.svg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"ai-in-crm-implementation-roadmap\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MjAyMDMzLCJ1cmwiOiJodHRwczpcL1wvaW5ub3dpc2UuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI2XC8xMFwvYWktaW4tY3JtLWltcGxlbWVudGF0aW9uLXJvYWRtYXAuc3ZnIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"284\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/ai-in-crm-implementation-roadmap.svg\" class=\"attachment-large size-large wp-image-202033\" alt=\"AI in CRM implementation roadmap from goal to rollout.\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-75f1b34 e-con-full e-flex e-con e-child\" data-id=\"75f1b34\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6704525 elementor-widget elementor-widget-heading\" data-id=\"6704525\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">1. Define business goals and priority use cases<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0ed3f20 elementor-widget elementor-widget-text-editor\" data-id=\"0ed3f20\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Choose one workflow with sufficient volume, a clear owner, and an observable result. Write the problem in business terms: \u201cReps spend too long preparing account reviews\u201d is specific enough to investigate.<\/span><\/p><p><span style=\"font-weight: 400;\">Record the baseline and agree on success criteria. For example, require lower preparation time without an increase in material omissions. Set the target from your own workload and risk tolerance.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb38034 e-con-full e-flex e-con e-child\" data-id=\"cb38034\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98bd246 elementor-widget elementor-widget-heading\" data-id=\"98bd246\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">2. Assess CRM and data readiness<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-eba8399 elementor-widget elementor-widget-text-editor\" data-id=\"eba8399\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Inspect fields, history, access, and source systems. For <\/span><span style=\"font-weight: 400;\">AI and ML in CRM<\/span><span style=\"font-weight: 400;\">, readiness depends on the job: a scoring model needs usable outcome history; a knowledge assistant needs current documents and sound permissions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Produce a short gap list with owners. If the data cannot support the desired decision, narrow the scope before buying or building.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1484b33 e-con-full e-flex e-con e-child\" data-id=\"1484b33\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a4ee4e elementor-widget elementor-widget-heading\" data-id=\"6a4ee4e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">3. Choose native CRM AI, third-party tools, or custom AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23c1bb4 elementor-widget elementor-widget-html\" data-id=\"23c1bb4\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"systems-comparison-table-3\">\r\n    <div class=\"custom-table-wrapper\">\r\n        <table class=\"custom-table\">\r\n            <thead>\r\n                <tr class=\"row header\">\r\n                    <th class=\"cell\">Route<\/th>\r\n                    <th class=\"cell\">When to consider it<\/th>\r\n                    <th class=\"cell\">What to check<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Native CRM AI<\/td>\r\n                    <td class=\"cell\">The task fits an existing feature and most required data is already accessible<\/td>\r\n                    <td class=\"cell\">Edition limits, usage charges, permissions, and test results<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Third-party tool<\/td>\r\n                    <td class=\"cell\">A specialist function is needed across one or more systems<\/td>\r\n                    <td class=\"cell\">Data duplication, identity controls, connector quality, and exit options<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Custom AI<\/td>\r\n                    <td class=\"cell\">The workflow, data, or decision logic is not adequately served by existing products<\/td>\r\n                    <td class=\"cell\">Build cost, ongoing ownership, evaluation, and support capacity<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f3cca34 elementor-widget elementor-widget-text-editor\" data-id=\"f3cca34\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">These routes can coexist. A native summary tool and a custom churn model may be the right combination. Decide task by task.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-32112ea e-con-full e-flex e-con e-child\" data-id=\"32112ea\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39c1420 elementor-widget elementor-widget-heading\" data-id=\"39c1420\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">4. Prepare and connect data sources<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4590f64 elementor-widget elementor-widget-text-editor\" data-id=\"4590f64\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Clean the required fields, resolve account identities, remove obsolete guidance, and connect approved sources. Retain timestamps so users can see whether an answer depends on stale information.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">For models trained on historical outcomes, separate training data from later evaluation data. For retrieval systems, test whether the right passages appear before judging the model\u2019s final answer.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-954af21 e-con-full e-flex e-con e-child\" data-id=\"954af21\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f343c4 elementor-widget elementor-widget-heading\" data-id=\"2f343c4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">5. Integrate AI into CRM workflows<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8fb599a elementor-widget elementor-widget-text-editor\" data-id=\"8fb599a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Decide where the result appears, who acts on it, and how corrections are saved. Put a score in the lead queue or a suggested summary in the case screen where the user already works.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Define which actions require approval and what happens after a timeout or failed write. Include a way to reverse supported changes and disable the feature without disabling the CRM.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-deba205 e-con-full e-flex e-con e-child\" data-id=\"deba205\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e6dd320 elementor-widget elementor-widget-heading\" data-id=\"e6dd320\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">6. Run a PoC or pilot<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-24c3e02 elementor-widget elementor-widget-text-editor\" data-id=\"24c3e02\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">A proof of concept checks whether the approach can work. A pilot checks whether it helps people under working conditions. Do not treat a successful demo as evidence for both.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Begin with historical evaluation or a read-only run. Then involve a limited user group with representative tasks. Include difficult records and busy periods, not only clean examples selected for a presentation.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-92afb59 e-con-full e-flex e-con e-child\" data-id=\"92afb59\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c3766df elementor-widget elementor-widget-heading\" data-id=\"c3766df\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">7. Test outputs, security, and governance<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ed32038 elementor-widget elementor-widget-text-editor\" data-id=\"ed32038\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Check factual accuracy, source support, access restrictions, attempted instruction attacks, failed tools, and handoffs. For scoring, evaluate errors and calibration: do groups given similar probabilities produce roughly those outcomes?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Use written release criteria. A critical permission failure should block rollout even if the average answer quality looks good. Compare against the existing process as well as against an ideal answer.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3d73c7a e-con-full e-flex e-con e-child\" data-id=\"3d73c7a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dddd6ac elementor-widget elementor-widget-heading\" data-id=\"dddd6ac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">8. Train users and roll out the solution<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8e612a4 elementor-widget elementor-widget-text-editor\" data-id=\"8e612a4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Teach the actual workflow: how to inspect sources, correct output, reject a suggestion, and report a problem. Explain what the feature can access and what it is permitted to change.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Expand in stages. Give managers enough information to distinguish lack of training from a tool that is simply not useful for a particular role.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-703eaf6 e-con-full e-flex e-con e-child\" data-id=\"703eaf6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-af41f55 elementor-widget elementor-widget-heading\" data-id=\"af41f55\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">9. Monitor performance and expand successful use cases<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e76f110 elementor-widget elementor-widget-text-editor\" data-id=\"e76f110\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Track quality, business outcomes, adoption, and cost together. Review a sample of accepted results as well as rejected ones; users can approve a wrong answer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Expand after the initial use case meets its targets under normal workload. Reuse proven connectors and review processes, but assess each new use case on its own consequences.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0a0502 e-con-full e-flex e-con e-child\" data-id=\"f0a0502\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72c8bb4 elementor-widget elementor-widget-heading\" data-id=\"72c8bb4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">How to measure AI CRM ROI<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eab830c e-con-full e-flex e-con e-child\" data-id=\"eab830c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-01725cd elementor-widget elementor-widget-text-editor\" data-id=\"01725cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Start measuring before implementation. Compare like-for-like customer groups, case types, and sales periods. Where practical, use a control group or stagger rollout across comparable teams.<\/span><\/p><p><span style=\"font-weight: 400;\">Otherwise, a seasonal increase in demand or a change in lead sources can look like an AI benefit. Record those changes alongside the results.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-59f73f6 elementor-widget elementor-widget-html\" data-id=\"59f73f6\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"systems-comparison-table-3\">\r\n    <div class=\"custom-table-wrapper\">\r\n        <table class=\"custom-table\">\r\n            <thead>\r\n                <tr class=\"row header\">\r\n                    <th class=\"cell\">KPI<\/th>\r\n                    <th class=\"cell\">What to measure before and after<\/th>\r\n                    <th class=\"cell\">What can mislead you<\/th>\r\n                <\/tr>\r\n            <\/thead>\r\n            <tbody>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Conversion rate<\/td>\r\n                    <td class=\"cell\">Wins divided by eligible leads or opportunities over a fixed period<\/td>\r\n                    <td class=\"cell\">Changing the denominator or lead mix<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Lead qualification accuracy<\/td>\r\n                    <td class=\"cell\">Precision among selected leads and the share of good leads captured<\/td>\r\n                    <td class=\"cell\">Reporting accuracy when positive outcomes are rare<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Sales cycle length<\/td>\r\n                    <td class=\"cell\">Median days from a defined entry stage to close<\/td>\r\n                    <td class=\"cell\">Excluding stalled opportunities from the review<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Forecast accuracy<\/td>\r\n                    <td class=\"cell\">Absolute error and bias at the same forecast horizon<\/td>\r\n                    <td class=\"cell\">Testing with information recorded after the forecast date<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Churn and retention<\/td>\r\n                    <td class=\"cell\">Customer and revenue retention for comparable cohorts<\/td>\r\n                    <td class=\"cell\">Different renewal schedules or discounting<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Response and resolution time<\/td>\r\n                    <td class=\"cell\">First useful response, full resolution, and repeat contacts<\/td>\r\n                    <td class=\"cell\">Counting an acknowledgment as a useful reply<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Employee hours saved<\/td>\r\n                    <td class=\"cell\">Net time saved after checking, edits, and exceptions<\/td>\r\n                    <td class=\"cell\">Counting draft generation time alone<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Cost per customer interaction<\/td>\r\n                    <td class=\"cell\">Software, AI usage, and labor cost over consistent interaction types<\/td>\r\n                    <td class=\"cell\">Ignoring transfers and repeat contacts<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">User adoption<\/td>\r\n                    <td class=\"cell\">Eligible users completing eligible tasks with the feature<\/td>\r\n                    <td class=\"cell\">Counting logins or one-time trials<\/td>\r\n                <\/tr>\r\n                <tr class=\"row data\">\r\n                    <td class=\"cell\">Upsell and cross-sell revenue<\/td>\r\n                    <td class=\"cell\">Additional revenue and contribution margin versus a comparison group<\/td>\r\n                    <td class=\"cell\">Crediting AI for purchases that would happen anyway<\/td>\r\n                <\/tr>\r\n            <\/tbody>\r\n        <\/table>\r\n    <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ced86e elementor-widget elementor-widget-text-editor\" data-id=\"6ced86e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Also track a small set of quality limits: material error rate, customer satisfaction, complaints, and unauthorized actions. A faster process that breaches those limits needs review.<\/span><\/p><p><span style=\"font-weight: 400;\">For the financial side:<\/span><\/p><p><span style=\"font-weight: 400;\"><strong>ROI = (realized financial benefit \u2212 total AI CRM cost) \u00f7 total AI CRM cost \u00d7 100%<\/strong><br \/><\/span><\/p><p><span style=\"font-weight: 400;\">\u00a0Count the full cost: software, AI usage, integration, data work, training, testing, and support.<\/span><\/p><p><span style=\"font-weight: 400;\">And be strict with the word <\/span><b>\u201csaved.\u201d<\/b><span style=\"font-weight: 400;\"> Three hours freed up is not automatically three hours of cash savings. If that time is simply available for other work, call it capacity gained. That\u2019s still valuable, just a different claim.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7de0da3 e-con-full e-flex e-con e-child\" data-id=\"7de0da3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d535736 elementor-widget elementor-widget-heading\" data-id=\"d535736\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">CRM solutions we\u2019ve built for clients<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d1f0d46 elementor-widget elementor-widget-shortcode\" data-id=\"d1f0d46\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div 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                <\/div>\n                                                                        <div class=\"case-slider-v2-card-n-blocks\">\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>3,000<\/b>\n                                                                                                <span>users engaged<\/span>\n                                                            <\/div>\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>2<\/b>\n                                                                                                <span>languages supported<\/span>\n                                                            <\/div>\n                                                    <\/div>\n                                            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                                         <a href=\"\/pl\/cases\/ecommerce\/\" class=\"only\">E-commerce<\/a>\n                                                    <\/div>\n                        <div class=\"case-slider-v2-card-title\">\n                            Defining the product strategy for Bitlendex&#8217;s bitcoin lending platform                        <\/div>\n                                                <div class=\"case-slider-v2-card-text\">\n                            Innowise conducted a discovery phase for Bitlendex, helping the client transform an early-stage product concept into a validated business model and clearly defined MVP.                        <\/div>\n                                                                        <div class=\"case-slider-v2-card-n-blocks\">\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>1 month<\/b>\n                                                                                                <span>for a full discovery phase<\/span>\n                                                            <\/div>\n                                                    <\/div>\n                                            <\/div>\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/product-discovery-for-bitcoin-lending-platform\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                <\/div>\n                <div class=\"case-slider-v2-card-right\">\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/product-discovery-for-bitcoin-lending-platform\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                                        <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/10\/Product-Discovery-for-Bitcoin-Lending-Platform-Innowise.png\" alt=\"Defining the product strategy for Bitlendex&#8217;s bitcoin lending platform.\">\n                                        \n                <\/div>\n                            <\/div>\n            <\/div>\n                            <div class=\"swiper-slide\">\n            <div class=\"case-slider-v2-card\">\n                <div class=\"case-slider-v2-card-left\">\n                    <div class=\"case-slider-v2-card-left-cont\">\n                        <div class=\"case-slider-v2-card-logo\">\n                                                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/Bonnfinanz-logo-1.svg\" alt=\"Financial advisory system for Bonnfinanz.\">\n                                                                                        <a href=\"\/pl\/cases\/fintech\/\" class=\"\">FinTech<\/a>\n                                                    <\/div>\n                        <div class=\"case-slider-v2-card-title\">\n                            Financial advisory system for Bonnfinanz                        <\/div>\n                                                <div class=\"case-slider-v2-card-text\">\n                            Innowise helped Bonnfinanz to build a web-based advisory and administration system that supports mobile working and direct interaction with the client.                        <\/div>\n                                                                    <\/div>\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/financial-advisory-system\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                <\/div>\n                <div class=\"case-slider-v2-card-right\">\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/financial-advisory-system\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                                        <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/image-3-1.jpg\" alt=\"Financial advisory system for Bonnfinanz..\">\n                                        \n                <\/div>\n                            <\/div>\n            <\/div>\n                            <div class=\"swiper-slide\">\n            <div class=\"case-slider-v2-card\">\n                <div class=\"case-slider-v2-card-left\">\n                    <div class=\"case-slider-v2-card-left-cont\">\n                        <div class=\"case-slider-v2-card-logo\">\n                                                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/smartlab-logo-2.svg\" alt=\"EV charging platform with flexible billing.\">\n                                                                                        <a href=\"\/pl\/cases\/transport\/\" class=\"\">Transportation<\/a>\n                                                    <\/div>\n                        <div class=\"case-slider-v2-card-title\">\n                            EV charging platform with flexible billing                        <\/div>\n                                                <div class=\"case-slider-v2-card-text\">\n                            Innowise helped modernize SMART\/LAB\u2019s e-mobility platform by enhancing its billing, payment, transaction management, and reporting capabilities.                        <\/div>\n                                                                        <div class=\"case-slider-v2-card-n-blocks\">\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>&gt;50%<\/b>\n                                                                                                <span>faster billing and payment processing<\/span>\n                                                            <\/div>\n                                                    <\/div>\n                                            <\/div>\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/ev-charging-platform-modernization\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                <\/div>\n                <div class=\"case-slider-v2-card-right\">\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/ev-charging-platform-modernization\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                                        <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/image.jpg\" alt=\"EV charging platform with flexible billing.\">\n                                        \n                <\/div>\n                            <\/div>\n            <\/div>\n                            <div class=\"swiper-slide\">\n            <div class=\"case-slider-v2-card\">\n                <div class=\"case-slider-v2-card-left\">\n                    <div class=\"case-slider-v2-card-left-cont\">\n                        <div class=\"case-slider-v2-card-logo\">\n                                                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/finXP-logo-2.svg\" alt=\"FinXP\u2019s cloud-native DevOps transformation.\">\n                                                                                        <a href=\"\/pl\/cases\/fintech\/\" class=\"\">FinTech<\/a>\n                                                    <\/div>\n                        <div class=\"case-slider-v2-card-title\">\n                            FinXP\u2019s cloud-native DevOps transformation                        <\/div>\n                                                <div class=\"case-slider-v2-card-text\">\n                            Innowise helped FinXP modernize its financial services infrastructure by migrating legacy PHP-based APIs and applications to a cloud-native architecture.                        <\/div>\n                                                                        <div class=\"case-slider-v2-card-n-blocks\">\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>11<\/b>\n                                                                                                <span>apps moved to Azure App Service<\/span>\n                                                            <\/div>\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>100%<\/b>\n                                                                                                <span>Infrastructure as Code<\/span>\n                                                            <\/div>\n                                                    <\/div>\n                                            <\/div>\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/fintech-azure-devops-cloud-infrastructure-modernization\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                <\/div>\n                <div class=\"case-slider-v2-card-right\">\n                    <div class=\"case-slider-v2-card-buttons\">\n                        <a href=\"https:\/\/innowise.com\/pl\/case\/fintech-azure-devops-cloud-infrastructure-modernization\/\" class=\"case-slider-v2-card-button\">View case study<\/a>\n                                            <\/div>\n                                        <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/09\/image-1.jpg\" alt=\"FinXP\u2019s cloud-native DevOps transformation.\">\n                                        \n                <\/div>\n                            <\/div>\n            <\/div>\n                            <div class=\"swiper-slide\">\n            <div class=\"case-slider-v2-card\">\n                <div class=\"case-slider-v2-card-left\">\n                    <div class=\"case-slider-v2-card-left-cont\">\n                       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class=\"case-slider-v2-card-n-blocks\">\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>&lt;500 ms<\/b>\n                                                                                                <span>server response time<\/span>\n                                                            <\/div>\n                                                        <div class=\"case-slider-v2-card-n-block\">\n                                                                <b>5<\/b>\n                                                                                                <span>months to complete the project<\/span>\n                                                            <\/div>\n                                                    <\/div>\n                                            <\/div>\n                    <div class=\"case-slider-v2-card-buttons\">\n        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    }\n            .case-slider-v2-nav{\n                display:flex;\n                align-items:center;\n                justify-content:center;\n            }\n        }\n                .case-slider-v2-popup-pdf{\n            display:none;\n            width:100vw;\n            height:100vh;\n            justify-content:center;\n            padding-top:150px;\n            position:fixed;\n            top:0;\n            left:0;\n            background:#0000009c;\n            z-index:10000;\n        }\n        .case-slider-v2-popup-pdf.is-open{\n            display:flex;\n        }\n        .case-slider-v2-popup-pdf-cont{\n            max-width:680px;\n            width:95%;\n            background:#fff;\n            padding:40px;\n            height:calc(100vh - 200px);\n            position:relative;\n            z-index:10;\n        }\n        .case-slider-v2-popup-pdf-frame{\n            overflow-y:auto;\n            overflow-x:hidden;\n            height:100%;\n            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data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The future of AI in CRM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4132ba3 e-con-full e-flex e-con e-child\" data-id=\"4132ba3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c961227 elementor-widget elementor-widget-text-editor\" data-id=\"c961227\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The<\/span><span style=\"font-weight: 400;\"> future of AI in CRM<\/span><span style=\"font-weight: 400;\"> is likely to involve more action-taking software, but the pace will vary by workflow. <\/span><a href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/business%20functions\/quantumblack\/our%20insights\/the%20state%20of%20ai\/november%202025\/the-state-of-ai-2025-agents-innovation_cmyk-v1.pdf\"><span style=\"font-weight: 400;\">McKinsey\u2019s 2025 survey<\/span><\/a><span style=\"font-weight: 400;\"> reported that 23% of respondents\u2019 organizations were expanding an agentic AI system somewhere in the business, with another 39% experimenting. That is a useful signal of direction, not proof that autonomous CRM operations are already routine.<\/span><a href=\"https:\/\/www.mckinsey.com\/~\/media\/mckinsey\/business%20functions\/quantumblack\/our%20insights\/the%20state%20of%20ai\/november%202025\/the-state-of-ai-2025-agents-innovation_cmyk-v1.pdf\"><span style=\"font-weight: 400;\">\u00a0<\/span><\/a><\/p><p><span style=\"font-weight: 400;\">I expect five developments to matter for buyers:<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7fdd62 elementor-widget elementor-widget-text-editor\" data-id=\"e7fdd62\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ul class=\"blackUl\"><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Agents will take on bounded sequences of work.<\/b><span style=\"font-weight: 400;\"> An agent might collect missing case details, check eligibility, and prepare a resolution. The sensible boundary will depend on the cost of getting an action wrong and the ability to undo it.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>More workflows will run with limited intervention.<\/b><span style=\"font-weight: 400;\"> Routine cases with clear policy are better candidates than negotiations or disputes. Teams will need to measure completed tasks across the whole sequence, since several individually good steps can still produce a failed outcome.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Customer context will update closer to the moment of contact.<\/b><span style=\"font-weight: 400;\"> A new support complaint or product event could change which message is appropriate. This depends on data freshness and permission to use that data, not just model quality.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Conversation will become another way to use CRM.<\/b><span style=\"font-weight: 400;\"> Asking for an account brief is convenient. Reviewing fifty opportunities may still be easier in a table. We expect both interfaces to remain useful.<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Governance will become part of day-to-day operations.<\/b><span style=\"font-weight: 400;\"> Version records, action logs, spending controls, evaluation, and review queues will matter as much as prompt design.<\/span><\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7fd6e01 elementor-widget elementor-widget-text-editor\" data-id=\"7fd6e01\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">My bet is that buyers will become less impressed by an agent that can do twenty things in a demo. They will ask whether it can finish one important task correctly, repeatedly, and at an acceptable cost.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d5d5cd4 e-con-full e-flex e-con e-child\" data-id=\"d5d5cd4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-330a533 elementor-widget elementor-widget-heading\" data-id=\"330a533\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">How Innowise can help with AI in CRM<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-84306ac elementor-widget elementor-widget-text-editor\" data-id=\"84306ac\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<span style=\"font-weight: 400;\">You do not need to arrive with a finished AI strategy. Bring us the workflow that is slow, messy, expensive, or frustrating, and we can work backward from there.<\/span>\n\n<span style=\"font-weight: 400;\">Depending on the problem, that may mean <\/span><a href=\"https:\/\/innowise.com\/ai\/consulting\/\"><b>AI consulting<\/b><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/innowise.com\/crm\/consulting\/\"><b>CRM consulting<\/b><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/innowise.com\/ai\/development\/\"><b>custom AI development<\/b><\/a><span style=\"font-weight: 400;\">, <\/span><a href=\"https:\/\/innowise.com\/data\/engineering\/\"><b>data engineering<\/b><\/a><span style=\"font-weight: 400;\">, integration work, or modernizing an older CRM that was never built for this kind of setup. The point is not to bolt AI onto everything. It is to figure out where it earns its place, connect it to the right data and systems, and make sure the result survives real use.<\/span>\n\n<span style=\"font-weight: 400;\">Start with one workflow, the systems around it, and the outcome you want to improve. That is usually enough to define a sensible first pilot.<\/span>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7745742 e-con-full e-flex e-con e-child\" data-id=\"7745742\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a53559 elementor-widget elementor-widget-heading\" data-id=\"6a53559\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FAQ<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0be39d6 e-con-full e-flex e-con e-child\" data-id=\"0be39d6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4bf461 faq elementor-widget elementor-widget-n-accordion\" data-id=\"e4bf461\" data-element_type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;all_collapsed&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accordion. Open links with Enter or Space, close with Escape, and navigate with Arrow Keys\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2390\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2390\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What is the role of AI in modern CRM platforms? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2390\" class=\"elementor-element elementor-element-940483b e-con-full e-flex e-con e-child\" data-id=\"940483b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e14ff51 elementor-widget elementor-widget-html\" data-id=\"e14ff51\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n<p>\nAI helps users interpret customer information, estimate outcomes, produce drafts, and carry out permitted tasks. The CRM remains the system for managing customer records and processes. The useful role of AI in CRM is to make those records easier to act on while retaining clear ownership of decisions.\n<\/p>\n\n<\/div> \n<style>\n    .content > p {\n        margin-bottom: 0 !important;\n    }\n<\/style>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2391\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2391\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How can AI improve CRM workflows in real use? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2391\" class=\"elementor-element elementor-element-34a047b e-con-full e-flex e-con e-child\" data-id=\"34a047b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e008181 elementor-widget elementor-widget-html\" data-id=\"e008181\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class='content'>\n <p>\nIt can turn a call into a draft summary and follow-up task, sort an incoming service request, or prepare an account brief before a meeting. Improvements should show up in accepted output, less rework, and better outcomes. Measure the complete task, including checks and handoffs.\n <\/p>\n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2392\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2392\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the main AI applications in CRM? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2392\" class=\"elementor-element elementor-element-9161412 e-flex e-con-boxed e-con e-child\" data-id=\"9161412\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bff55df elementor-widget elementor-widget-html\" data-id=\"bff55df\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nCommon applications include lead scoring, forecasting, next-best actions, customer-specific recommendations, email drafting, service agents, conversation analysis, churn prediction, record maintenance, and employee knowledge assistance. Start with the application that addresses a frequent problem and has usable source data.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2393\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2393\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the benefits of using AI in CRM? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2393\" class=\"elementor-element elementor-element-9971a1c e-flex e-con-boxed e-con e-child\" data-id=\"9971a1c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a7794a8 elementor-widget elementor-widget-html\" data-id=\"a7794a8\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nBenefits can include less administrative work, quicker service, more relevant communication, clearer account context, and better sales planning. They depend on data quality, workflow design, and adoption. Treat published performance figures as evidence to investigate, then test the result in your own operation.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2394\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2394\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> What are the cons of AI in CRM? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2394\" class=\"elementor-element elementor-element-a9dbc23 e-flex e-con-boxed e-con e-child\" data-id=\"a9dbc23\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3f4eb4d elementor-widget elementor-widget-html\" data-id=\"3f4eb4d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nThe main drawbacks are incorrect output, biased scores, data exposure, usage costs, integration work, and extra review effort. Too much dependence can also make unusual cases harder to handle. Narrow permissions, quality checks, human escalation, and a manual fallback reduce these risks.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2395\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"6\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2395\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Which CRM platforms have AI features? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2395\" class=\"elementor-element elementor-element-829c32f e-flex e-con-boxed e-con e-child\" data-id=\"829c32f\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dc76206 elementor-widget elementor-widget-html\" data-id=\"dc76206\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nSAP, Odoo, Microsoft Dynamics 365, Salesforce, Creatio, HubSpot, and Zoho all offer AI capabilities, as described in the platform section above. Features differ by product, edition, version, region, and usage allowance. Confirm the exact functions in a written proposal and test them with your records.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2396\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"7\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2396\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Can AI replace CRM users or sales reps? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2396\" class=\"elementor-element elementor-element-d7756b1 e-flex e-con-boxed e-con e-child\" data-id=\"d7756b1\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b291a8d elementor-widget elementor-widget-html\" data-id=\"b291a8d\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nAI can perform parts of their work, including summaries, routine questions, and record updates. That does not establish that it can handle an entire role. Negotiation, difficult customer situations, accountability, and relationship judgment still require people. Assess tasks individually before making staffing assumptions.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2397\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"8\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2397\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How much does AI CRM implementation cost? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2397\" class=\"elementor-element elementor-element-e65f309 e-flex e-con-boxed e-con e-child\" data-id=\"e65f309\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d91ea16 elementor-widget elementor-widget-html\" data-id=\"d91ea16\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nThere is no useful universal price. A native feature pilot and a custom system connected to several applications have different cost structures. Request separate figures for setup, data preparation, integration, subscriptions, usage, testing, training, and support. Model expected and peak volume; the ROI example above is arithmetic, not a quote.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2398\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"9\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2398\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Is AI in CRM secure? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2398\" class=\"elementor-element elementor-element-1254efa e-flex e-con-boxed e-con e-child\" data-id=\"1254efa\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fc224fc elementor-widget elementor-widget-html\" data-id=\"fc224fc\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nSecurity depends on the deployment. Check record permissions, provider terms, data handling, tool access, logs, and responses to attempted misuse. Limit what an agent can change and test access boundaries before launch. A vendor security claim does not establish that your particular configuration is safe.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2399\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"10\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2399\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> How long does AI CRM implementation take? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t\t<span class='e-closed'><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"40\" height=\"40\" fill=\"none\"><path fill=\"#C63031\" d=\"M19 8h2v24h-2z\"><\/path><path fill=\"#C63031\" d=\"M8 21v-2h24v2z\"><\/path><\/svg><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2399\" class=\"elementor-element elementor-element-46c4b6c e-flex e-con-boxed e-con e-child\" data-id=\"46c4b6c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-835e92e elementor-widget elementor-widget-html\" data-id=\"835e92e\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class='content'>\n <p>\nA narrow native-feature pilot can be planned in weeks when data, access, and owners are ready. A custom deployment across several systems may require months, especially if cleanup or migration comes first. These are broad planning ranges, not delivery promises. Estimate the schedule after assessing scope, and distinguish feature launch from proving revenue or retention impact over a full business cycle.\n <\/p>   \n<\/div> \n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"What is the role of AI in modern CRM platforms?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"AI helps users interpret customer information, estimate outcomes, produce drafts, and carry out permitted tasks. The CRM remains the system for managing customer records and processes. The useful role of AI in CRM is to make those records easier to act on while retaining clear ownership of decisions.\"}},{\"@type\":\"Question\",\"name\":\"How can AI improve CRM workflows in real use?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"It can turn a call into a draft summary and follow-up task, sort an incoming service request, or prepare an account brief before a meeting. Improvements should show up in accepted output, less rework, and better outcomes. Measure the complete task, including checks and handoffs.\"}},{\"@type\":\"Question\",\"name\":\"What are the main AI applications in CRM?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Common applications include lead scoring, forecasting, next-best actions, customer-specific recommendations, email drafting, service agents, conversation analysis, churn prediction, record maintenance, and employee knowledge assistance. Start with the application that addresses a frequent problem and has usable source data.\"}},{\"@type\":\"Question\",\"name\":\"What are the benefits of using AI in CRM?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Benefits can include less administrative work, quicker service, more relevant communication, clearer account context, and better sales planning. They depend on data quality, workflow design, and adoption. Treat published performance figures as evidence to investigate, then test the result in your own operation.\"}},{\"@type\":\"Question\",\"name\":\"What are the cons of AI in CRM?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"The main drawbacks are incorrect output, biased scores, data exposure, usage costs, integration work, and extra review effort. Too much dependence can also make unusual cases harder to handle. 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Assess tasks individually before making staffing assumptions.\"}},{\"@type\":\"Question\",\"name\":\"How much does AI CRM implementation cost?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"There is no useful universal price. A native feature pilot and a custom system connected to several applications have different cost structures. Request separate figures for setup, data preparation, integration, subscriptions, usage, testing, training, and support. Model expected and peak volume; the ROI example above is arithmetic, not a quote.\"}},{\"@type\":\"Question\",\"name\":\"Is AI in CRM secure?\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Security depends on the deployment. Check record permissions, provider terms, data handling, tool access, logs, and responses to attempted misuse. Limit what an agent can change and test access boundaries before launch. 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Estimate the schedule after assessing scope, and distinguish feature launch from proving revenue or retention impact over a full business cycle.\"}}]}<\/script>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40cf4e8 elementor-widget elementor-widget-html\" data-id=\"40cf4e8\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"faq-controls\">\r\n    <span class=\"toggle-btn show-all\">Show all<\/span>\r\n    <span class=\"toggle-btn show-less\" style=\"display: none;\">Show less<\/span>\r\n<\/div>\r\n\r\n<!--faq list example-->\r\n<!--<div class='content content-with-list'>-->\r\n<!--<p>-->\r\n<!--    As a rough benchmark, banks and fintechs can expect:-->\r\n\r\n<!--<\/p>-->\r\n<!--<ul class=\"faq-list\">-->\r\n<!--    <li>Cloud-based platforms: from tens of thousands to several hundred thousand dollars per year.<\/li>-->\r\n<!--    <li>Enterprise core banking systems: from several hundred thousand dollars to several million dollars for implementation and licensing.<\/li>-->\r\n<!--    <li>Large-scale modernization projects: often exceed several million dollars once migration, integrations, customization, testing, and training are included.<\/li>-->\r\n<!--<\/ul>-->\r\n<!--<p>-->\r\n<!--It's also important to look beyond licensing costs. In many projects, data migration, third-party integrations, process redesign, and ongoing support account for a significant share of the total investment. That's why evaluating the full implementation scope is often more important than comparing vendor pricing alone.-->\r\n<!--<\/p>-->\r\n\r\n<!--<\/div>-->\r\n\r\n<style>\r\n    .e-n-accordion-item.is-hidden {\r\n    display: none !important;\r\n}\r\n\r\n.faq-controls .toggle-btn {\r\n    cursor: pointer;\r\n    user-select: none;\r\n    font-family: Sora;\r\n    font-size: 18px;\r\n    line-height: 130%;\r\n    color: #C63031;\r\n    font-weight: 600;\r\n}\r\n\r\n.faq-controls{\r\n    padding: 40px 20px;\r\n}\r\n\r\n.faq-controls .toggle-btn:active{\r\n    color: #D13B3B;\r\n}\r\n\r\n.faq-controls .toggle-btn:hover{\r\n    color: #D13B3B;\r\n    text-decoration: underline;\r\n}\r\n\r\n@media(max-width: 767px){\r\n   .faq-controls{\r\n       padding: 20px 4px;\r\n   } \r\n   \r\n   .faq-controls .toggle-btn{\r\n       font-size: 16px;\r\n   }\r\n}\r\n\r\n\/*faq list*\/\r\n    .faq-list{\r\n        color: white;\r\n        font-family: Karla;\r\n        font-size: 18px;\r\n        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toggleFAQ(false));\r\n});\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fdb88ce elementor-widget elementor-widget-shortcode\" data-id=\"fdb88ce\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">[post_share]<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9de5a5e table-content-container stickyWrapper72 e-con-full e-flex e-con e-child\" data-id=\"9de5a5e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-d02d422 e-con-full stickyTable e-flex e-con e-child\" data-id=\"d02d422\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f28c5f2 author-block e-con-full e-flex e-con e-child\" data-id=\"f28c5f2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a7655a ddcv elementor-widget elementor-widget-html\" data-id=\"4a7655a\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<style>\r\n.article-description > .e-con-inner {\r\n    align-items: start !important;\r\n}\r\n\r\n.stickyWrapper72 {\r\n    position: sticky;\r\n    top: 132px;\r\n    bottom: auto;   \r\n}\r\n\r\n.toc.toc-2 {\r\n    overflow-y: auto;\r\n    overflow-x: hidden;\r\n}\r\n<\/style>\r\n\r\n<div class=\"toc-wrapper\">\r\n  <h4 class=\"toc-title\">Table of contents<\/h4>\r\n  <div class=\"toc toc-2\"><\/div>\r\n<\/div>\r\n\r\n<script>\r\n  const LINKS = {\r\n    \"Unleashing the power of .NET 8\": \"gggggg\",\r\n    \"Revamping legacy systems: unlocking business potential through software modernization\": \"hello\",\r\n  };\r\n\r\n  const OFFSET = 70;\r\n  const PADDING_BOTTOM_FOR_SCROLL = 100;\r\n  let headerList = [];\r\n  let allLinks = [];\r\n  let ticking = false;\r\n\r\n  const createList = () => {\r\n    const tocTarget = document.querySelector(\".toc.toc-2\");\r\n    \r\n    if (!tocTarget || tocTarget.querySelector(\"ul\")) return; \r\n\r\n    const toc = document.createElement(\"ul\");\r\n    headerList = [...document.querySelectorAll(\"h2\")];\r\n\r\n    headerList.sort((a, b) => {\r\n        return a.getBoundingClientRect().top - b.getBoundingClientRect().top;\r\n    });\r\n\r\n    headerList = headerList.slice(0, -3);\r\n\r\n    headerList.forEach((header, index) => {\r\n      const headerId = header.getAttribute(\"id\");\r\n      const headerText =\r\n        header.dataset.title && header.dataset.title !== \"\"\r\n          ? header.dataset.title\r\n          : header.textContent;\r\n\r\n      const idFromText =\r\n        !headerId || headerId === \"\"\r\n          ? headerText\r\n              .toLowerCase()\r\n              .replace(\/[^\\w ]+\/g, \"\")\r\n           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header.getBoundingClientRect().top;\r\n         const isInViewport = posTop + header.clientHeight <= window.innerHeight;\r\n         \r\n         if (isInViewport) {\r\n              selectedHeaderIndex = index;\r\n         }\r\n      });\r\n\r\n      allLinks.forEach((link, i) => {\r\n          if (i === selectedHeaderIndex) {\r\n            link.classList.remove(\"pre-active\");  \r\n            link.classList.add(\"active\");\r\n          }\r\n          if (i < selectedHeaderIndex) {\r\n            link.classList.add(\"pre-active\"); \r\n            link.classList.remove(\"active\");\r\n          }\r\n          if (i > selectedHeaderIndex) {\r\n            link.classList.remove(\"pre-active\");\r\n            link.classList.remove(\"active\");\r\n          }\r\n      });\r\n  };\r\n\r\n  const loadAllImages = () => {\r\n    const images = document.getElementsByTagName(\"img\");\r\n    for (let i = 0; i < images.length; i++) {\r\n      const img = images[i];\r\n      const src = img.getAttribute(\"data-src\") || img.src;\r\n      img.src = src;\r\n    }\r\n  };\r\n\r\n  loadAllImages();\r\n\r\n  document.addEventListener(\"DOMContentLoaded\", () => {\r\n      const headerElement = document.querySelector(\".new-menu\");\r\n      const stickyElement = document.querySelector(\".stickyWrapper72\");\r\n\r\n      if (headerElement && stickyElement) {\r\n          const headerElementH = headerElement.clientHeight;\r\n          stickyElement.style.top = headerElementH + 60 + \"px\";\r\n      }\r\n\r\n      setTimeout(() => {\r\n        createList();\r\n        setContainerHeight();\r\n        checkScroll();\r\n        \r\n        document.addEventListener(\"scroll\", (event) => {\r\n          if (!ticking) {\r\n            checkScroll();\r\n          }\r\n        });\r\n      }, 300); \r\n  });\r\n<\/script>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8b00edf e-con-full e-flex e-con e-child\" data-id=\"8b00edf\" data-element_type=\"container\" id=\"target-btn\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-927d054 elementor-widget-tablet__width-inherit elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"927d054\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Give your CRM some AI<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06d2e6d elementor-mobile-align-justify elementor-widget-mobile__width-inherit elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"06d2e6d\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"#contact-form\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Let's talk<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eab1d6c e-flex e-con-boxed e-con e-parent\" data-id=\"eab1d6c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-87ab0d5 elementor-widget elementor-widget-shortcode\" data-id=\"87ab0d5\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f100240-o1\" lang=\"en-US\" dir=\"ltr\" data-wpcf7-id=\"100240\">\n<div class=\"screen-reader-response\"><p role=\"status\" aria-live=\"polite\" aria-atomic=\"true\"><\/p> <ul><\/ul><\/div>\n<form action=\"\/pl\/wp-json\/wp\/v2\/posts\/202032#wpcf7-f100240-o1\" method=\"post\" class=\"wpcf7-form init\" aria-label=\"Contact form\" enctype=\"multipart\/form-data\" novalidate=\"novalidate\" data-status=\"init\">\n<fieldset class=\"hidden-fields-container\"><input type=\"hidden\" name=\"_wpcf7\" value=\"100240\" \/><input type=\"hidden\" name=\"_wpcf7_version\" value=\"6.1.6\" \/><input type=\"hidden\" name=\"_wpcf7_locale\" value=\"en_US\" \/><input type=\"hidden\" name=\"_wpcf7_unit_tag\" value=\"wpcf7-f100240-o1\" \/><input type=\"hidden\" name=\"_wpcf7_container_post\" value=\"0\" \/><input type=\"hidden\" name=\"_wpcf7_posted_data_hash\" value=\"\" \/><input type=\"hidden\" name=\"_wpcf7_recaptcha_response\" value=\"\" \/>\n<\/fieldset>\n<style>\n.mailToContact br:nth-child(2){\ndisplay:none;\n}\n#form-templates .contact__info {\n  background-color: #f4f4f4;\n  padding: 70px 44px 70px 50px;\n  position: relative;\n  max-width: 540px;\n  width: 100%;\nborder: 1px solid #AEB1B7;\n}\n\n#form-templates .contact__info-background {\n  z-index: -1;\n  position: absolute;\n  top: 20px;\n  left: 20px;\n  width: 100%;\n  height: 100%;\n  border: 1px dashed #ef4557;\n}\n\n\n#form-templates .new-container{\ndisplay: flex;\njustify-content: space-between;\nflex-wrap: wrap;\n}\n\n\n#form-templates{\npadding: 100px 15px 100px 15px;        \n}\n\n#form-templates .contact__info-heading {\n  font-family: 'Sora' !important;\n  font-style: normal !important;\n  font-weight: 400 !important;\n  font-size: 36px !important;\n  line-height: 46px !important;\n  color: #2E2E2E !important;\n   margin-bottom: 60px !important;\n\n}\n\n\n#form-templates .message label{\ncolor: #585858 !important;   \n}\n\n.elementor-widget-container.form-template h2,.elementor-widget-container.form-template h1{\n font-size: 60px !important;\n  line-height: 70px !important;\n  font-family: \"Sora\", Sans-serif;\n  font-weight: 400;\n  margin: 0;  \n  margin-bottom: 20px;\n}\n\n\n\n\n.elementor-widget-container.form-template p{\n  font-family: \"Karla\", Sans-serif;\n  font-size: 22px;\n  font-weight: 400;\n  line-height: 28px;\n  color: var( --e-global-color-primary );\n  max-width: 700px;\n  margin: 0; \n  margin-bottom: 40px;\n} \n  \n\n\n.new-container #spinner{\nwidth: 50%;\nmax-width: 700px;\n}\n\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:30px; \n    \n}\n\n.contact-us__wrapper .pp a{\n  text-decoration: underline;\n}\n.contact-us__wrapper .pp a:hover{\n  color:#C63031;\n}\n.contact-us__wrapper .pp a:active{\n  color: #D13B3B;\n}\n\n#form-templates .contact__info-heading {\n  margin-bottom: 67px;\n  font-size: 36px;\n  font-family: karla;\n  color:  #2E2E2E;\n\n  line-height: 49px;\n}\n\n#form-templates .contact__info-steps {\n  display: flex;\n  flex-direction: column;\n  max-width: 425x;\n  row-gap: 20px;\n  border-left: 1px solid #2e2e2e;\n}\n\n#form-templates .contact__info-block {\n  position: relative;\n  padding-left: 45px;\n}\n\n#form-templates .contact__info-block:last-child {\n  box-shadow: -1px 0 0 1px #f4f4f4;\n}\n\n#form-templates .contact__info-step {\n  position: absolute;\n  border: 1px solid #2e2e2e;\n  width: 40px;\n  height: 40px;\n  display: flex;\n  align-items: center;\n  justify-content: center;\n  border-radius: 20px;\n  left: -20px;\n  top: -8px;\n  background-color: #F4F4F4;\n  color:  #2E2E2E;\n\nfont-family: Karla;\nfont-weight: 700;\nfont-size: 18px;\nline-height: 28px;\n\n}\n\n.elementor-widget-global .contact__info-step {\n        color:  #2E2E2E;\n}\n\n#form-templates .contact__info-text {\n  margin: 0;\n  font-size: 16px;\n  line-height: 26px;\n  color: #2E2E2E;\n  font-family: karla;\n\n  width: 100%;\n}\n\n\n#form-templates .contact-us__send{\nflex-shrink: 0;\nmargin-top:0;\n}\n\n\n\n@media screen and (max-width: 1279px) {\n    .new-container #spinner{\n        width: 100%;\n        max-width:100%;\n        margin-bottom:40px;\n    }\n    \n\n    .new-container .contact__info {\n        max-width: 700px !important;\n    }\n    \n}\n\n\n@media screen and (max-width: 1279px) {\n#form-templates{\npadding: 60px 15px 70px 15px;     \n}\n}\n\n\n\n@media screen and (max-width: 767px) {\n\n#form-templates .new-container #spinner div.contact-us__wrapper:nth-child(6){\ngap:20px; \n \n}\n\n\n  #form-templates .contact__info {\n    padding: 20px 20px 40px 40px;\n    margin: 0 auto;\n  }\n\n\n#form-templates{\npadding: 40px 15px 50px 15px;  \n    \n}\n\n  \n   .new-container #spinner{\n       \n    margin-bottom:30px;   \n   }\n   \n   \n   .elementor-widget-container #form-templates .form-template h2,.elementor-widget-container.form-template h1{\n   font-size: 32px !important;\n    line-height: 42px !important;    \n   }\n   \n   \n   .elementor-widget-container #form-templates .form-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px !important;\n \n       \n   }\n   \n   #form-templates .contact__info-heading{\n   font-size: 24px !important;\n    line-height: 49px !important;    \n       \n   }\n   \n\n.mailToContact{\nmargin-top: 10px !important;        \n}\n\n   \n\n  #form-templates .contact__info-heading {\n    font-size: 24px;\n    margin-bottom: 37px;\n  }\n\n  #form-templates .contact__info-background {\n    top: 10px;\n    left: 10px;\n  }\n\n  #form-templates .contact__info-text {\n    font-size: 12px;\n    line-height: 20px;\n  }\n  \n  \n  #form-templates .contact__info-heading {\n   margin-bottom: 35px !important;\n\n}\n\n}\n\n@media (max-width: 767px) {\n    .mailToContact {\n        max-width: 100%;\n    }\n    .contact-us__wrapper .pp {\nfont-size: 12px !important;\nline-height: 140%;\nmargin-bottom: 0 !important;\n\n}\n}\n<\/style>\n\n<script>\nwindow.addEventListener('hashchange',function(e){if(window.history.pushState){window.history.pushState('','\/',window.location.pathname)}else{window.location.hash=''}})\n<\/script>\n\n\n<div id=\"form-templates\">\n<div class=\"elementor-widget-container form-template\">\n<a name=\"contact-form\"><\/a>\n<h2>Contact us<\/h2>\n<p><a id=\"calendlylink\" style=\"\">Book a call<\/a> or fill out the form below and we\u2019ll get back to you once we\u2019ve processed your request.<\/p>\n<\/div>\n\n<div class=\"new-container\">\n\n\n<div class=\"contact-us__main\" id=\"spinner\" data-no-defer=\"1\">\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"name\">\n<label>Name<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"field_name\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__name\" id=\"contact-name\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Name*\" value=\"\" type=\"text\" name=\"field_name\" \/><\/span>\n<\/div>\n\n<div class=\"company\">\n<label>Company<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"company\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-text wpcf7-validates-as-required contact-us__company\" id=\"contact-company\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Company*\" value=\"\" type=\"text\" name=\"company\" \/><\/span>\n<\/div>\n\n<\/div>\n\n<div class=\"contact-us__wrapper\">\n\n<div class=\"email\">\n<label>Email<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"email\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-email wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-email contact-us__email\" id=\"contact-email\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Corporate email*\" value=\"\" type=\"email\" name=\"email\" \/><\/span>\n<\/div>\n\n<div class=\"phone\">\n<label>Phone<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"tel\"><input size=\"40\" maxlength=\"400\" class=\"wpcf7-form-control wpcf7-tel wpcf7-validates-as-required wpcf7-text wpcf7-validates-as-tel contact-us__phone\" id=\"contact-phone\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Phone*\" value=\"\" type=\"tel\" name=\"tel\" \/><\/span>\n<\/div>\n\n<\/div>\n<div class=\"contact-us__wrapper subj\">\n<span class=\"wpcf7-form-control-wrap\" data-name=\"your-recipient\"><select class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-subj_js\" aria-invalid=\"false\" name=\"your-recipient\"><option value=\"\">Subject*<\/option><option value=\"IT staff augmentation\">IT staff augmentation<\/option><option value=\"Turnkey product development\">Turnkey product development<\/option><option value=\"Support and enhancement\">Support and enhancement<\/option><option value=\"Careers\">Careers<\/option><option value=\"Other\">Other<\/option><\/select><\/span>\n\n<span class=\"wpcf7-form-control-wrap\" data-name=\"form-field-budget_js\"><select  class=\"wpcf7-form-control wpcf7-select\" id=\"form-field-budget_js\" aria-invalid=\"false\" name=\"form-field-budget_js\" aria-label=\"Project budget\"><option value=\"\">Project budget<\/option><option value=\"Under $15K\">Under $15K<\/option><option value=\"$15K-$30K\">$15K-$30K<\/option><option value=\"$30K-$100K\">$30K-$100K<\/option><option value=\"$100K-$250K\">$100K-$250K<\/option><option value=\"$250K-$500K\">$250K-$500K<\/option><option value=\"More than $500K\">More than $500K<\/option><\/select><\/span>\n\n<\/div>\n\n\n<div class=\"message\">\n<label>Message<\/label>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"message\"><textarea cols=\"40\" rows=\"1\" maxlength=\"2000\" class=\"wpcf7-form-control wpcf7-textarea wpcf7-validates-as-required contact-us__message\" id=\"contact-message\" aria-required=\"true\" aria-invalid=\"false\" placeholder=\"Describe your needs in detail*\" name=\"message\"><\/textarea><\/span>\n<\/div>\n\n<div class=\"atvoice-wrap\">\n\n<div class=\"voice-wrap\">\n<span id=\"voice-mut\" class=\"voicetext\">Send us a voice message<\/span>\n         <div class=\"qc_voice_audio_wrapper\">\n            <div class=\"qc_voice_audio_container\">\n                <div class=\"qc_voice_audio_upload_main\" id=\"qc_audio_main\">\n                    <a class=\"qc_audio_record_button\" id=\"qc_audio_record\" href=\"#\" aria-label=\"Record an audio message\">\n                        <span class=\"dashicons dashicons-microphone\"><\/span> \u00a0<\/a> \n                <\/div>\n\n                <div class=\"qc_voice_audio_recorder\" id=\"qc_audio_recorder\" style=\"display:none\">\n\n                <\/div>\n                <div class=\"qc_voice_audio_display\" id=\"qc_audio_display\"  style=\"display:none\">\n                    <audio id=\"qc-audio\" controls src=\"\"><\/audio>\n                    <span title=\"Remove and back to main upload screen.\" class=\"qc_audio_remove_button dashicons dashicons-trash\"><\/span>\n                <\/div>\n            <\/div>\n            <input type=\"hidden\" value=\"\" name=\"qcwpvoicemessage\" id=\"qc_audio_url\" \/>\n        <\/div>\n        \n<\/div>\n\n\n<div class=\"attach-wrap\">\n<span class=\"voicetext\">Attach documents<\/span>\n\n<div class='attachment'>\n\n<div class=\"downloaded\">\n<span><\/span>\n<div class=\"deleteFile\"><\/div>\n<\/div>\n\n<div class=\"attachmentButton\" onclick=\"(function cl(e){if(e.target.nodeName == 'DIV'){e.target.parentNode.children[1].children[0].click(); }})(arguments[0]);\">\n\n<div class=\"innerText\">Upload file<\/div>\n<span class=\"wpcf7-form-control-wrap\" data-name=\"att-files\"><input size=\"40\" class=\"wpcf7-form-control wpcf7-file\" accept=\".jpg,.png,.jpeg,.pdf\" aria-invalid=\"false\" type=\"file\" name=\"att-files\" \/><\/span>\n\n<div class=\"tip\" onclick=\"event.stopPropagation()\">\n<p>You can attach 1 file up to 2MB. Valid file formats: pdf, jpg, jpeg, png.<\/p>\n<\/div>\n\n<\/div>\n\n<\/div>\n\n<\/div>\n\n\n\n<\/div>\n\n<div class=\"contact-us__wrapper\"> \n<p class=\"pp\">By clicking Send, you consent to Innowise processing your personal data per our <a href=\"\/privacy-notice\/\">Privacy Policy<\/a> to provide you with relevant information. By submitting your phone number, you agree that we may contact you via voice calls, SMS, and messaging apps. Calling, message, and data rates may apply.<\/p>\n\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"scoring_point\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmCampaign\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmContent\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmMedium\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmSource\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"utmTerm\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"location\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"city\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"ip\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"Summ\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"gclid\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"rating\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlCompany\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"urlWithParams\" \/>\n<input class=\"wpcf7-form-control wpcf7-hidden\" value=\"\" type=\"hidden\" name=\"audioMessageLink\" \/>\n<input class=\"wpcf7-form-control wpcf7-submit has-spinner contact-us__send\" id=\"contact-send-button\" type=\"submit\" value=\"Send\" \/>\n<\/div>\n\n<div class='mailToContact'>You can also send us your request <\/br>to <a href=\"mailto:contact@innowise.com\">contact@innowise.com<\/a><\/div>\n\n<\/div>\n\n<div class=\"elementor-widget-container\" style=\"z-index:1;\">\n<div class=\"contact__info\">\n  <div class=\"contact__info-background\"><\/div>\n  <div class=\"contact__info-heading\">What happens next?<\/div>\n  <div class=\"contact__info-steps\">\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">1<\/div>\n      <p class=\"contact__info-text\">Once we\u2019ve received and processed your request, we\u2019ll get back to you to detail your\n        project needs and sign an NDA to ensure confidentiality.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">2<\/div>\n      <p class=\"contact__info-text\">After examining your wants, needs, and expectations, our team will devise a project\n        proposal with the scope of work, team size, time, and cost estimates.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">3<\/div>\n      <p class=\"contact__info-text\">We\u2019ll arrange a meeting with you to discuss the offer and nail down the details.<\/p>\n    <\/div>\n\n    <div class=\"contact__info-block\">\n      <div class=\"contact__info-step\">4<\/div>\n      <p class=\"contact__info-text\">Finally, we\u2019ll sign a contract and start working on your project right away.<\/p>\n    <\/div>\n  <\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\n\n<\/div>\n\n<\/div><div class=\"wpcf7-response-output\" aria-hidden=\"true\"><\/div>\n<\/form>\n<\/div>\n<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"related_content_blog_container\">[related_content_list]<\/div><script>\n            jQuery( document ).ready(function($) {\n            var parentSection = $('[data-elementor-type=\"wp-page\"]');\n            if($('[data-elementor-type=\"wp-post\"]').length){\n                var parentSection = $('[data-elementor-type=\"wp-post\"]');\n            }\n            \n                parentSection.children().last().before($('.related_content_blog_container'));\n            });\n            <\/script><div class=\"other_services_container\">[need_other_services_v2]<\/div><script>\n                    jQuery( document ).ready(function($) {\n                        var parentSection = $('[data-elementor-type=\"wp-page\"]');\n                        if($('[data-elementor-type=\"wp-post\"]').length){\n                            var parentSection = $('[data-elementor-type=\"wp-post\"]');\n                        }\n                        \n                        console.log(parentSection);\n                        parentSection.children().last().before($('.other_services_container'));\n                        var sections = parentSection.find('.net-15.dt-16');\n                        for(var i = 0; 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Different tasks need different types of AI. Start with one recurring problem and a measurable outcome. A useful first project might reduce case [&hellip;]<\/p>\n","protected":false},"author":170,"featured_media":202133,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[128],"class_list":["post-202032","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-ai-ml","tag-crm"],"acf":[],"_links":{"self":[{"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/posts\/202032","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/users\/170"}],"replies":[{"embeddable":true,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/comments?post=202032"}],"version-history":[{"count":0,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/posts\/202032\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/media\/202133"}],"wp:attachment":[{"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/media?parent=202032"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/categories?post=202032"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/innowise.com\/pl\/wp-json\/wp\/v2\/tags?post=202032"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}