{"id":171293,"date":"2024-09-18T04:38:00","date_gmt":"2024-09-18T08:38:00","guid":{"rendered":"https:\/\/innowise.com\/?post_type=case&#038;p=171293"},"modified":"2026-03-12T04:58:47","modified_gmt":"2026-03-12T08:58:47","slug":"chatbot-for-data-analytics","status":"publish","type":"case","link":"https:\/\/innowise.com\/de\/case\/chatbot-for-data-analytics\/","title":{"rendered":"Entwicklung einer analytischen Plattform unter Verwendung der vorhandenen gro\u00dfen Sprachmodelle"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"171293\" class=\"elementor elementor-171293\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-13efc64 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13efc64\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c4750e6\" data-id=\"c4750e6\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f95d008 e-con-full e-flex e-con e-parent\" data-id=\"f95d008\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e589cf3 e-con-full e-flex e-con e-child\" data-id=\"e589cf3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b0144e0 hug-1000 elementor-widget elementor-widget-heading\" data-id=\"b0144e0\" 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\">Building an analytical platform to improve decision-making<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-700dabe elementor-widget elementor-widget-shortcode\" data-id=\"700dabe\" 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\"><div class=\"main_case_container\">\n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/ai\/\">AI<\/a>\n            <\/div>\n        \n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/azure\/\">Azure<\/a>\n            <\/div>\n        \n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/back-end-entwicklung\/\">Back-end development<\/a>\n            <\/div>\n        \n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/chatbot\/\">Chatbot<\/a>\n            <\/div>\n        \n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/datenanalyse\/\">Data analytics<\/a>\n            <\/div>\n        \n            <div class=\"tag_box\">\n                <a class=\"tag_link\" href=\"https:\/\/innowise.com\/de\/cases\/front-end-entwicklung\/\">Front-end development<\/a>\n            <\/div>\n        <\/div><\/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-bb285fa hug-800 elementor-widget elementor-widget-text-editor\" data-id=\"bb285fa\" 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;\">Using the existing large language models (LLM), we have developed an analytical platform similar to ChatGPT that can analyze the company&#8217;s internal data and generate responses to questions based on that information. <\/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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-b63fba1 e-flex e-con-boxed e-con e-parent\" data-id=\"b63fba1\" 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<div class=\"elementor-element elementor-element-d6501bb e-con-full e-flex e-con e-child\" data-id=\"d6501bb\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5352d25 elementor-widget elementor-widget-heading\" data-id=\"5352d25\" 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\">Challenge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b4bb859 e-con-full e-flex e-con e-child\" data-id=\"b4bb859\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5961373 e-con-full hug-800 e-flex e-con e-child\" data-id=\"5961373\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6895016 elementor-widget elementor-widget-text-editor\" data-id=\"6895016\" 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><b>Primary pain point:<\/b> <span style=\"font-weight: 400;\">Internal documents, including employee records, marketing data, and sales information lack accessibility. With thousands of files in formats like PDF, CSV, Parquet, TXT, and DOCX, locating and analyzing specific information is time-consuming and error-prone.<\/span><\/p><p><b>Secondary challenges: <\/b><span style=\"font-weight: 400;\">As a company grows, the volume of documents and information increases, further intensifying the challenges of data accessibility and analysis. Without a proper document analytics system, these issues become increasingly evident over time.<\/span><\/p><p><span style=\"font-weight: 400;\">Recognizing these challenges, our client contacted Innowise to get a chatbot for data analytics, with the goal of offering it to their major clients.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72d796b e-flex e-con-boxed e-con e-parent\" data-id=\"72d796b\" 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<div class=\"elementor-element elementor-element-b11a309 e-con-full e-flex e-con e-child\" data-id=\"b11a309\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6729fe0 elementor-widget elementor-widget-heading\" data-id=\"6729fe0\" 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\">Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6255062 hug-1100 elementor-widget elementor-widget-heading\" data-id=\"6255062\" 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 chatbot data analytics software tailored to handle internal data<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aa30632 hug-800 elementor-widget elementor-widget-text-editor\" data-id=\"aa30632\" 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 has developed the chatbot <a href=\"https:\/\/innowise.com\/services\/data-analytics\/\"><span style=\"text-decoration: underline;\">data analytics software<\/span><\/a> using the existing large language models. The chat system functions similarly to available bots but is tailored to handle internal data. The development involved building a complete system for integrating LLM with the relational and document databases, including internal client data storage solutions and providing smooth interaction between the platform and users.<\/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-6d8b4af e-con-full wiht-list e-flex e-con e-child\" data-id=\"6d8b4af\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5e366b3 e-con-full e-flex e-con e-child\" data-id=\"5e366b3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-73ac330 elementor-widget elementor-widget-image\" data-id=\"73ac330\" 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\/2024\/09\/LLM-2.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Information extraction\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTcxMzU5LCJ1cmwiOiJodHRwczpcL1wvaW5ub3dpc2UuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOVwvTExNLTIuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1000\" height=\"850\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-2.jpg\" class=\"attachment-full size-full wp-image-171359\" alt=\"Information extraction\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-2.jpg 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-2-300x255.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-2-768x653.jpg 768w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-2-14x12.jpg 14w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c3855e e-con-full e-flex e-con e-child\" data-id=\"2c3855e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-5126da3 e-con-full e-flex e-con e-child\" data-id=\"5126da3\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b9913e hug-560 elementor-widget elementor-widget-heading\" data-id=\"2b9913e\" 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\">Information extraction<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7a25ceb elementor-widget elementor-widget-text-editor\" data-id=\"7a25ceb\" 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 document analysis and processing capabilities enable extracting relevant information from internal company documents such as policies, instructions, guides, operational data, and technical specifications. This allows the user to quickly obtain accurate and up-to-date answers to their questions without having to manually search and analyze data. <\/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-2fd7db4 hug-560 elementor-widget elementor-widget-heading\" data-id=\"2fd7db4\" 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\">RAG AI-enhanced performance <\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9650d33 elementor-widget elementor-widget-text-editor\" data-id=\"9650d33\" 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;\">We boosted the chatbot&#8217;s performance by conducting <a href=\"https:\/\/innowise.com\/services\/software-testing\/\"><span style=\"text-decoration: underline;\">daily manual tests<\/span><\/a> and refining the chatbot using retrieval-augmented generation (RAG) AI. This approach combines information retrieval with natural language generation, making responses more informative and relevant. We also introduced a feedback system to analyze user preferences, which further improved RAG and increased user trust in the chatbot.<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-86eefb6 e-con-full wiht-list e-flex e-con e-child\" data-id=\"86eefb6\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-85f860c e-con-full e-flex e-con e-child\" data-id=\"85f860c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f551efe elementor-widget elementor-widget-image\" data-id=\"f551efe\" 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\/2024\/09\/LLM.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"Data extraction from Data Mart\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTcxMzYwLCJ1cmwiOiJodHRwczpcL1wvaW5ub3dpc2UuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOVwvTExNLmpwZyJ9\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"851\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM.jpg\" class=\"attachment-full size-full wp-image-171360\" alt=\"Data extraction from Data Mart\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM.jpg 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-300x255.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-768x654.jpg 768w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-14x12.jpg 14w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-88d767f e-con-full e-flex e-con e-child\" data-id=\"88d767f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7639801 e-con-full e-flex e-con e-child\" data-id=\"7639801\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3943ed8 hug-560 elementor-widget elementor-widget-heading\" data-id=\"3943ed8\" 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\">Fast answer time<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c363ea elementor-widget elementor-widget-text-editor\" data-id=\"1c363ea\" 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 implementing caching, query optimization, and parallel processing, we significantly improved the speed and efficiency of user interactions with the chatbot. Users can receive responses more swiftly, thanks to the frequently requested information stored in the cache. Additionally, we use parallel processing to distribute the workload, enabling the system to handle multiple requests at once. This makes the chatbot more responsive, even during peak times.<\/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-470a62c hug-560 elementor-widget elementor-widget-heading\" data-id=\"470a62c\" 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\">Data extraction from Data Mart<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc89910 elementor-widget elementor-widget-text-editor\" data-id=\"dc89910\" 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;\">We have created a data repository for processing structured relational data. This chatbot feature includes requests to retrieve information from the Data Mart. By providing direct access to the Data Mart through the chatbot, users can effortlessly obtain the information they need without consulting other sources. This simplified access means that decision-makers have up-to-date insights at their fingertips, facilitating agile responses to market changes and strategic opportunities.<\/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-aa19db9 e-con-full wiht-list e-flex e-con e-child\" data-id=\"aa19db9\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-b42d499 e-con-full stickyWrapper72px e-flex e-con e-child\" data-id=\"b42d499\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fbf83cd elementor-widget elementor-widget-image\" data-id=\"fbf83cd\" 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\/2024\/09\/LLM-1.jpg\" data-elementor-open-lightbox=\"yes\" data-elementor-lightbox-title=\"AI-powered document retrieval system\" data-e-action-hash=\"#elementor-action%3Aaction%3Dlightbox%26settings%3DeyJpZCI6MTcxMzYxLCJ1cmwiOiJodHRwczpcL1wvaW5ub3dpc2UuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI0XC8wOVwvTExNLTEuanBnIn0%3D\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"850\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-1.jpg\" class=\"attachment-full size-full wp-image-171361\" alt=\"AI-powered document retrieval system\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-1.jpg 1000w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-1-300x255.jpg 300w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-1-768x653.jpg 768w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/09\/LLM-1-14x12.jpg 14w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2919752 e-con-full e-flex e-con e-child\" data-id=\"2919752\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-40f5704 e-con-full e-flex e-con e-child\" data-id=\"40f5704\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a93421b hug-560 elementor-widget elementor-widget-heading\" data-id=\"a93421b\" 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-powered document retrieval system<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3b50cd6 elementor-widget elementor-widget-text-editor\" data-id=\"3b50cd6\" 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;\">We refined document management and retrieval by integrating <a href=\"https:\/\/innowise.com\/technologies\/azure\/\"><span style=\"text-decoration: underline;\">Azure Data Lake Gen 2<\/span> <\/a>for document ingestion, segmenting documents into chunks, and utilizing Azure OpenAI to generate embeddings. These embeddings are stored in Azure AI Search for efficient analysis and retrieval. User queries are processed through Azure OpenAI Search, comparing query embeddings with stored document embeddings to deliver relevant responses instantly. <\/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-37f1eed hug-560 elementor-widget elementor-widget-heading\" data-id=\"37f1eed\" 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\">Diverse information presentation options<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ea94e9 elementor-widget elementor-widget-text-editor\" data-id=\"8ea94e9\" 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 information is presented in the form of charts created with Plotly, tables styled with Material UI, and straightforward text content. This mix makes the content more engaging and helps communicate the details in a way that&#8217;s easy to understand and act on.<\/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-face3ac hug-560 elementor-widget elementor-widget-heading\" data-id=\"face3ac\" 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\">Voice query logic with text-to-speech translation<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1afae6e elementor-widget elementor-widget-text-editor\" data-id=\"1afae6e\" 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;\">Our team integrated voice query functionality alongside text-based interactions in the chatbot for data analytics. Users can now effortlessly interact with the bot via voice commands, with the added capability of translating spoken text into written form.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f7184af e-flex e-con-boxed e-con e-parent\" data-id=\"f7184af\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-c9a1acf e-con-full e-flex e-con e-child\" data-id=\"c9a1acf\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4a9ee81 elementor-widget elementor-widget-heading\" data-id=\"4a9ee81\" 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\">Technologies<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-edc9ddd e-grid e-con-boxed e-con e-child\" data-id=\"edc9ddd\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-ce91a5c e-con-full e-flex e-con e-child\" data-id=\"ce91a5c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8ec9868 elementor-widget elementor-widget-text-editor\" data-id=\"8ec9868\" 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><a href=\"https:\/\/innowise.com\/services\/front-end-development\/\" rel=\"dofollow\">Front-end<\/a><\/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-e6f618c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"e6f618c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-f2a3c9e elementor-widget elementor-widget-text-editor\" data-id=\"f2a3c9e\" 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;\">Axios, Material UI, Plotly, <a href=\"https:\/\/innowise.com\/technologies\/react-development\/\"  rel=\"dofollow\">React<\/a>, React Context, react-markdown, TypeScript<\/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-a659d25 e-flex e-con-boxed e-con e-child\" data-id=\"a659d25\" 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-dfd91e0 elementor-widget elementor-widget-text-editor\" data-id=\"dfd91e0\" 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><a href=\"https:\/\/innowise.com\/services\/back-end-development\/\" rel=\"dofollow\">Back-end<\/a><\/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-cc0102a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cc0102a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-ed656e5 elementor-widget elementor-widget-text-editor\" data-id=\"ed656e5\" 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;\">Azure AI Search, Azure App Service, Azure Data Factory, Azure Data Lake Gen2, Azure Databricks, Azure Functions, Azure OpenAI, Bicep, Cosmos DB, Spark<\/span><\/p>\t\t\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<div class=\"elementor-element elementor-element-bdd25eb e-flex e-con-boxed e-con e-child\" data-id=\"bdd25eb\" 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-9fce3a3 elementor-widget elementor-widget-text-editor\" data-id=\"9fce3a3\" 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>Libraries<\/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-4b2db6d elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4b2db6d\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-4ab47ee elementor-widget elementor-widget-text-editor\" data-id=\"4ab47ee\" 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;\">Axios, Material UI, Matplotlib, NumPy, Pandas, Plotly, PySpark, React Context, react-markdown, Streamlit, TypeScript<\/span><\/p>\t\t\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a4e0231 elementor-widget elementor-widget-html\" data-id=\"a4e0231\" 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<script>\nconst app = document.querySelectorAll(\"link\").forEach((el) => {\n  if (el.getAttribute(\"rel\") === \"canonical\") {\n    el.remove();\n  }\n});\n<\/script>\t\t\t\t<\/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<div class=\"elementor-element elementor-element-a0ecce3 e-flex e-con-boxed e-con e-parent\" data-id=\"a0ecce3\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-955aba8 e-con-full e-flex e-con e-child\" data-id=\"955aba8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb388e2 elementor-widget elementor-widget-heading\" data-id=\"cb388e2\" 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\">Process<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-89c7c0e e-con-full e-flex e-con e-child\" data-id=\"89c7c0e\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a3b93c6 e-con-full e-flex e-con e-child\" data-id=\"a3b93c6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a750ba0 elementor-widget elementor-widget-text-editor\" data-id=\"a750ba0\" 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;\">Firstly, we conducted a detailed analysis of the business requirements and mapped out a comprehensive plan for the software based on that.<\/span><\/p><p><span style=\"font-weight: 400;\">Next, we created a visual representation of the chatbot, which included wireframes, prototypes, and mockups, based on the information we gathered. The design phase focused on creating a user-friendly interface that would deliver customers easy navigation and access to the chatbot&#8217;s features.<\/span><\/p><p><span style=\"font-weight: 400;\">The development covered creating a full-scale system to integrate LLM with both relational and document databases, including internal client data storage solutions. We provided smooth interaction between the platform and users by employing natural language processing (NLP) to immediately extract key information and integrating retrieval-augmented generation (RAG) AI for contextually relevant responses.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">We optimized performance through caching, improved query efficiency, and parallel processing, while providing direct access to structured data from the Data Mart.\u00a0<\/span><\/p><p><span style=\"font-weight: 400;\">Finally, we incorporated voice query and text-to-speech features to elevate accessibility and meet diverse user needs.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-432946e section-with-overflow-container e-flex e-con-boxed e-con e-parent\" data-id=\"432946e\" 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<div class=\"elementor-element elementor-element-5902a5b e-con-full e-flex e-con e-child\" data-id=\"5902a5b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1f57060 elementor-widget__width-inherit elementor-widget-tablet__width-inherit elementor-widget elementor-widget-heading\" data-id=\"1f57060\" 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\">Team required<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5159f22 e-grid e-con-full e-con e-child\" data-id=\"5159f22\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7c127a6 e-con-full e-flex e-con e-child\" data-id=\"7c127a6\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-1e29f66 e-con-full e-flex e-con e-child\" data-id=\"1e29f66\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7fc9843 elementor-widget elementor-widget-heading\" data-id=\"7fc9843\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffe54f3 elementor-widget elementor-widget-image\" data-id=\"ffe54f3\" 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<img loading=\"lazy\" decoding=\"async\" width=\"14\" height=\"19\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/01\/icon-4.svg\" class=\"attachment-large size-large wp-image-154772\" alt=\"\" \/>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-784a9df elementor-widget elementor-widget-heading\" data-id=\"784a9df\" 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<p class=\"elementor-heading-title elementor-size-default\">Front-End Developer<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d19c98a elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"d19c98a\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-25abbd1 e-con-full e-flex e-con e-child\" data-id=\"25abbd1\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-a4b864a e-con-full e-flex e-con e-child\" data-id=\"a4b864a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a94ac45 elementor-widget elementor-widget-heading\" data-id=\"a94ac45\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b7b104 elementor-widget elementor-widget-image\" data-id=\"2b7b104\" 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<img loading=\"lazy\" decoding=\"async\" width=\"14\" height=\"19\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/01\/icon-4.svg\" class=\"attachment-large size-large wp-image-154772\" alt=\"\" \/>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-648d1fc elementor-widget elementor-widget-heading\" data-id=\"648d1fc\" 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<p class=\"elementor-heading-title elementor-size-default\">Back-End Developer<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9f17afa elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"9f17afa\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-810554f e-con-full e-flex e-con e-child\" data-id=\"810554f\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-8f145f2 e-con-full e-flex e-con e-child\" data-id=\"8f145f2\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1a5eca2 elementor-widget elementor-widget-heading\" data-id=\"1a5eca2\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0bb3813 elementor-widget elementor-widget-image\" data-id=\"0bb3813\" 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<img loading=\"lazy\" decoding=\"async\" width=\"14\" height=\"19\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/01\/icon-4.svg\" class=\"attachment-large size-large wp-image-154772\" alt=\"\" \/>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f69d13c elementor-widget elementor-widget-heading\" data-id=\"f69d13c\" 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<p class=\"elementor-heading-title elementor-size-default\">Data Scientist<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88e396e elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"88e396e\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-41f1ec7 e-con-full e-flex e-con e-child\" data-id=\"41f1ec7\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-cc508c0 e-con-full e-flex e-con e-child\" data-id=\"cc508c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e5a296d elementor-widget elementor-widget-heading\" data-id=\"e5a296d\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-348df83 elementor-widget elementor-widget-image\" data-id=\"348df83\" 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<img loading=\"lazy\" decoding=\"async\" width=\"14\" height=\"19\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/01\/icon-4.svg\" class=\"attachment-large size-large wp-image-154772\" alt=\"\" \/>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52b1230 elementor-widget elementor-widget-heading\" data-id=\"52b1230\" 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<p class=\"elementor-heading-title elementor-size-default\">Data Engineer<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-050712c elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"050712c\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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-d5b8610 e-con-full e-flex e-con e-child\" data-id=\"d5b8610\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-f298bc4 e-con-full e-flex e-con e-child\" data-id=\"f298bc4\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e9f7eb elementor-widget elementor-widget-heading\" data-id=\"7e9f7eb\" 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<p class=\"elementor-heading-title elementor-size-default\">1<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1bf065 elementor-widget elementor-widget-image\" data-id=\"a1bf065\" 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<img loading=\"lazy\" decoding=\"async\" width=\"14\" height=\"19\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/01\/icon-4.svg\" class=\"attachment-large size-large wp-image-154772\" alt=\"\" \/>\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\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6807116 elementor-widget elementor-widget-heading\" data-id=\"6807116\" 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<p class=\"elementor-heading-title elementor-size-default\">Data Engineer \/ DevOps<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-117837b elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"117837b\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-95a02c6 e-con-full overflow-container e-flex e-con e-child\" data-id=\"95a02c6\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0290e71 team-img-overflow elementor-widget elementor-widget-image\" data-id=\"0290e71\" 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<img loading=\"lazy\" decoding=\"async\" width=\"859\" height=\"1088\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1.png\" class=\"attachment-full size-full wp-image-155420\" alt=\"\" srcset=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1.png 859w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1-237x300.png 237w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1-808x1024.png 808w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1-768x973.png 768w, https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/img-27-e1706180900467-1-9x12.png 9w\" sizes=\"(max-width: 859px) 100vw, 859px\" \/>\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\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-b00f05a e-flex e-con-boxed e-con e-parent\" data-id=\"b00f05a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-e1a8f36 e-con-full e-flex e-con e-child\" data-id=\"e1a8f36\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a6e999e elementor-widget elementor-widget-heading\" data-id=\"a6e999e\" 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\">Results<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b3c905 e-con-full e-flex e-con e-child\" data-id=\"6b3c905\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-e6c9b25 e-con-full e-flex e-con e-child\" data-id=\"e6c9b25\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52b3a5b hug-800 elementor-widget elementor-widget-text-editor\" data-id=\"52b3a5b\" 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;\">Our team has developed a tailored analytics platform, which our clients then personally evaluated through hands-on testing. This has resulted in several noticeable outcomes:<\/span><\/p><ul><li style=\"margin: 20px 0;\" aria-level=\"1\"><b>Operational agility and faster, informed decision-making:<\/b><span style=\"font-weight: 400;\"> Deploying a distributed storage and computing system with Azure Databricks, ADLS Gen2, and Spark capabilities has boosted the solution with faster data processing and scalability for handling substantial datasets.<\/span><\/li><li style=\"margin-bottom: 20px;\" aria-level=\"1\"><b>Low latency for queries and data processing: <\/b><span style=\"font-weight: 400;\">Maintaining low latency means faster response times for queries and data processing, leading to improved reliability and platform performance.<\/span><\/li><li aria-level=\"1\"><b>Team increased productivity:<\/b><span style=\"font-weight: 400;\"><span style=\"font-weight: 400;\"> Teams have got a major efficiency boost with rapid file access and management. With better collaboration and less admin work, team members can focus more on their core tasks and push projects ahead with greater speed.<\/span><\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">This advanced chatbot platform delivers exceptional performance and elevates user experience by swiftly extracting key information from internal documents using NLP. Integrated with RAG AI for contextually relevant answers, it optimizes response time through caching, query efficiency, and parallel processing while providing direct access to structured data from the Data Mart. Voice query and text-to-speech capabilities elevate accessibility, catering to diverse user needs.<\/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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ee14536 related_case_container elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ee14536\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-57f6297\" data-id=\"57f6297\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dd3400c elementor-widget elementor-widget-heading\" data-id=\"dd3400c\" 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\">Related cases<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-604cbf4 slider-overflow elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"604cbf4\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c549077\" data-id=\"c549077\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2c754ce elementor-widget elementor-widget-shortcode\" data-id=\"2c754ce\" 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=\"slider-overflow\">\n            <div class=\"swiper-related\">\n                <div class=\"swiper-wrapper\">\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/de\/case\/finance-ai-assistant\/\" aria-label=\"block_191935\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/02\/image-teaser-2.png\" alt=\"Haia: finance AI assistant\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        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href=\"\/de\/cases\/android\/\">Android<\/a><a href=\"\/de\/cases\/angular\/\">Angular<\/a><a href=\"\/de\/cases\/aws\/\">AWS<\/a><a href=\"\/de\/cases\/flutter\/\">Flutter<\/a><a href=\"\/de\/cases\/gesundheitswesen\/\">Healthcare<\/a><a href=\"\/de\/cases\/ios\/\">iOS<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/de\/case\/ai-skin-scanner-app\/\" aria-label=\"Read more about AI dermatologist skin scanner app\">\n                    <div class=\"arrow-btn3-rel\">\n   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href=\"https:\/\/innowise.com\/de\/case\/ai-medical-advice-app\/\" aria-label=\"Mobile medical advisor\" >Mobile medical advisor<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/de\/cases\/ai\/\">AI<\/a><a href=\"\/de\/cases\/aws\/\">AWS<\/a><a href=\"\/de\/cases\/chatbot\/\">Chatbot<\/a><a href=\"\/de\/cases\/django\/\">Django<\/a><a href=\"\/de\/cases\/flutter\/\">Flutter<\/a><a href=\"\/de\/cases\/gesundheitswesen\/\">Healthcare<\/a><a href=\"\/de\/cases\/mvp-entwicklung\/\">MVP development<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                  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d=\"M99 1L107 8.99999L99 17\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                            <path d=\"M90 9.00018L107 9.00018\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                        <\/svg>\n                    <\/div>\n                <\/a>\n            <\/div>\n        <\/div>\n        <div class=\"swiper-slide\">\n            <div class=\"swiper-into-e1\">\n                <div class=\"swiper-slide__inner-container\">\n                    <div class=\"block-div-img-rel\">\n                        <a href=\"https:\/\/innowise.com\/de\/case\/medical-research-software\/\" aria-label=\"block_155860\">\n                            <img decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2024\/02\/Med-research-Small-cover.png\" alt=\"Medical research software\">\n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"hyphens: auto;\">\n                            <a href=\"https:\/\/innowise.com\/de\/case\/medical-research-software\/\" aria-label=\"Medical research software\" >Medical research software<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/de\/cases\/ai\/\">AI<\/a><a href=\"\/de\/cases\/api\/\">API<\/a><a href=\"\/de\/cases\/cloud\/\">Cloud<\/a><a href=\"\/de\/cases\/datenanalyse\/\">Data analytics<\/a><a href=\"\/de\/cases\/data-science\/\">Data science<\/a><a href=\"\/de\/cases\/gcp\/\">GCP<\/a><a href=\"\/de\/cases\/gesundheitswesen\/\">Healthcare<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span 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(DMS)<\/a><a href=\"\/de\/cases\/data-science\/\">Data science<\/a><a href=\"\/de\/cases\/python\/\">Python<\/a><a href=\"\/de\/cases\/react\/\">React<\/a><a href=\"\/de\/cases\/immobilien\/\">Real Estate<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/de\/case\/real-estate-online-platform\/\" aria-label=\"Read more about Real estate online platform\">\n                    <div class=\"arrow-btn3-rel\">\n                        <svg class=\"arrow-btn__svg\"\n            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href=\"https:\/\/innowise.com\/de\/case\/remote-patient-monitoring-software\/\" aria-label=\"AI-powered remote patient monitoring software: faster wound healing\" >AI-powered remote patient monitoring software: faster wound healing<\/a>\n                        <\/div>\n                        <div class=\"swip-array-rel\">\n                            <a href=\"\/de\/cases\/ai\/\">AI<\/a><a href=\"\/de\/cases\/android\/\">Android<\/a><a href=\"\/de\/cases\/computer-vision\/\">Computer vision<\/a><a href=\"\/de\/cases\/gesundheitswesen\/\">Healthcare<\/a><a href=\"\/de\/cases\/ios\/\">iOS<\/a><a href=\"\/de\/cases\/ml\/\">ML<\/a><a href=\"\/de\/cases\/mobile\/\">Mobile<\/a>\n                        <\/div>\n                        <div class=\"slide__button-wrapper_mob\">\n                            <span class=\"slide__button-text_mob\">Read more<\/span>\n                            <img decoding=\"async\" class=\"slide__button-img_mob\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2021\/12\/arrow-more.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n            <div class=\"slide__button-wrapper\">\n                <a href=\"https:\/\/innowise.com\/de\/case\/remote-patient-monitoring-software\/\" aria-label=\"Read more about AI-powered remote patient monitoring software: faster wound healing\">\n                    <div class=\"arrow-btn3-rel\">\n                        <svg class=\"arrow-btn__svg\"\n                             width=\"110\"\n                             height=\"18\"\n                             viewBox=\"0 0 110 18\"\n                             fill=\"none\"\n                             xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                            <path d=\"M9 1L17 8.99999L9 17\"\n                                  stroke=\"#C63031\"\n                                  stroke-width=\"2\"\/>\n                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decoding=\"async\" class=\"slide__img-rel\" \n                             src=\"https:\/\/innowise.com\/wp-content\/uploads\/2026\/03\/image.png\" alt=\"Scaling AI ergonomics assessment software\">\n                    <div class=\"cases-post__thumbnail_opencase_img\">\n                        <div>\n                            <img decoding=\"async\" src=\"https:\/\/innowise.com\/wp-content\/uploads\/2025\/12\/prophaust.svg\" alt=\"\">\n                        <\/div>\n                    <\/div>\n                \n                        <\/a>\n                    <\/div>\n                    <div class=\"border-slide-rel\">\n                        <div class=\"swip-title-rel-qe mb-10\" style=\"hyphens: auto;\">\n                            <a href=\"https:\/\/innowise.com\/de\/case\/ai-ergonomics-software-scaling\/\" aria-label=\"Scaling AI ergonomics assessment software\" >Scaling AI ergonomics assessment software<\/a>\n                        <\/div>\n                        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e-flex e-con-boxed e-con e-parent\" data-id=\"b01dcc8\" 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-1b5eac7 elementor-widget elementor-widget-shortcode\" data-id=\"1b5eac7\" 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=\"\/de\/wp-json\/wp\/v2\/case\/171293#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\" \/><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#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\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-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-template p{\n       \n    font-size: 16px;\n    line-height: 20px;  \n    margin-bottom: 30px;\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  #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}\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=\"color: #c63031; border-bottom: 1px solid #c63031; padding: 0;\">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\"><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=\"other_services_container\">[other_services]<\/div><script>\n            jQuery( document ).ready(function($) {\n                if($('[data-elementor-type=\"wp-post\"]').length > 0){\n                    $('[data-elementor-type=\"wp-post\"]').children().last().before($('.other_services_container'));\n                }else{\n                    $('[data-elementor-type=\"wp-page\"]').children().last().before($('.other_services_container'));\n                }\n                \n                var sections = $('[data-elementor-type=\"wp-post\"]').find('.net-15.dt-16');\n                for(var i = 0; i<sections.length; i++){\n                    \n                    if($(sections[i]).hasClass( 'net-15' ) && $(sections[i]).hasClass( 'dt-16' ) && $(sections[i]).hasClass( 'elementor-hidden-desktop' )==false){\n                        $(sections[i]).before($('.other_services_container'));   \n                    }\n                }\n                \n            });\n        <\/script>","protected":false},"excerpt":{"rendered":"<p>Building an analytical platform to improve decision-making Using the existing large language models (LLM), we have developed an analytical platform similar to ChatGPT that can analyze the company&#8217;s internal data and generate responses to questions based on that information. Challenge Primary pain point: Internal documents, including employee records, marketing data, and sales information lack accessibility. 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