Machine learning consulting services

Ready to bring ML into your business workflows? Innowise helps you design, build, and launch smart, data-driven solutions that boost growth, reduce risk, and deliver measurable impact fast.

40+

ML projects delivered

60+

in-house ML specialists

50+

experienced ML consultants

75%

senior & mid-level specialists

Ready to bring ML into your business workflows? Innowise helps you design, build, and launch smart, data-driven solutions that boost growth, reduce risk, and deliver measurable impact fast.

40+

ML projects delivered

60+

in-house ML specialists

50+

experienced ML consultants

75%

senior & mid-level specialists

Our comprehensive machine learning consulting services

ML strategy and roadmap development

We work with you to define a clear ML vision and design an actionable, step-by-step roadmap aligned with your business goals for measurable results.

Data strategy and management

Think of us as your data architects — we’ll help you organize, clean, and structure your data to make sure it’s ready to support your ML solutions.

ML readiness assessment

We’ll take a close look at your systems and processes, identifying what’s working and what needs tweaking to prepare you for successful ML integration.

ML integration and deployment advisory

Navigating ML adoption can be complex, but we simplify it by handling system integration, setting up APIs and pipelines, and ensuring models run reliably, even at scale.

ML-powered process optimization consulting

Discover how to use ML to streamline workflows, minimize errors, and enable smarter decisions that translate directly into higher ROI.

Data analytics and business intelligence advisory

We provide expert guidance to help businesses refine their data strategies and integrate analytics tools, and automate ETL pipelines for smarter decision-making.

ML infrastructure implementation consulting

With MLOps, we design, implement, and optimize robust IT environments for deploying ML solutions models at scale — ensuring reliability and peak performance.

AI innovation and research consulting

With our AI expertise, we help businesses discover new applications for AI or make their current systems even better, from building POCs to validating MVPs for smarter, efficient solutions.

AI-powered CX enhancement advisory

Want to wow your customers? We’ll help you roll out AI tools like virtual assistants, personalized shopping experiences, or sentiment analysis for real-time feedback.

Want to discuss your ML solution?

We cover all machine learning use cases

Automation & robotics
Predictive maintenance
Production process optimization
Data science & analytics
Networking & security
Operational intelligence
Show all Show less
Head of Big Data
Machine learning is not just about predicting outcomes. It explains why things happen and prescribes what to do next. The real advantage does not lie in models themselves, but in how they reshape decision-making: fewer delays, tighter operations, and customer journeys that adapt in real time.It isn’t just an investment in technology — it’s an investment in a company’s ability to adapt, compete, and lead in the age of intelligent systems.
Head of Big Data

Why businesses trust Innowise for machine learning consulting

At Innowise, we combine deep AI expertise with practical business insight to deliver machine learning solutions that help keep your business ahead. From prototypes to enterprise-scale deployment, every project is tailored to your goals and resources.

Our proven approach to machine learning consulting services

Report (3)

Business analysis

We start by digging into your business goals and pain points, making sure the ML journey is delivering measurable value — not just models.
Concept and technical requirements

Technical design

Next, we design the blueprint: the right tools, the right architecture, and a setup that won’t just work today but will scale easily tomorrow.
452

Data preparation

Good models need good data. We clean, structure, and polish your datasets so they’re ready to power accurate and reliable predictions.
Icons 9

ML solution development

This is where ideas take shape — we build and train custom ML models that go beyond theory and deliver tangible results for your business.
Icons 9 (1)

Model integration & deployment

We integrate ML models into your existing workflows and systems, ensuring seamless adoption and immediate business impact.
Optimization level (2)

Fine-tuning & optimization

No model is perfect out of the gate. We adjust, retrain, and refine until it consistently delivers the accuracy and stability you need.
Performance optimization

Support & maintenance

We provide long-term monitoring, updates, and performance management so your ML solutions stay relevant, scalable, and competitive.
Google logo. Hays logo. PayPal logo. Siemens logo. Nike logo. Volkswagen logo. LVMH logo. Nestle logo. Novartis logo. Spotify logo.
Google logo. Hays logo. PayPal logo. Siemens logo. Nike logo. Volkswagen logo. LVMH logo. Nestle logo. Novartis logo. Spotify logo.
Aramco logo Mercedes logo. Costco Wholesale logo. Shell logo. Accenture logo. NVIDIA logo. SPAR logo. Mastercard logo. CVS Health logo. The Walt Disney logo.
Aramco logo Mercedes logo. Costco Wholesale logo. Shell logo. Accenture logo. NVIDIA logo. SPAR logo. Mastercard logo. CVS Health logo. The Walt Disney logo.
Google logo.Hays logo.PayPal logo.Siemens logo.Nike logo.Volkswagen logo.LVMH logo.
Google logo.Hays logo.PayPal logo.Siemens logo.Nike logo.Volkswagen logo.LVMH logo.
Nestle logo.Novartis logo.Spotify logo.Aramco logo.Mercedes logo.Costco Wholesale logo.
Nestle logo.Novartis logo.Spotify logo.Aramco logo.Mercedes logo.Costco Wholesale logo.
Shell logo.Accenture logo.NVIDIA logo. SPAR logo.Mastercard logo.CVS Health logo.The Walt Disney logo.
Shell logo.Accenture logo.NVIDIA logo. SPAR logo.Mastercard logo.CVS Health logo.The Walt Disney logo.

Data analytics for every industry

  • Healthcare
  • Retail & e-commerce
  • Telecommunications
  • Education
  • Insurance
  • Energy & utilities

Machine learning is shaking up healthcare in a big way — think of sharper diagnostic tools, personalized treatment plans, faster breakthroughs in drug discovery, better patient risk predictions, and automated admin tasks.

  • Enhanced diagnostic precision
  • Tailored treatment plans
  • Faster drug discovery and development
Healthcare

AI in retail? It’s a no-brainer. We help businesses make spot-on product recommendations, manage inventory smarter, detect fraud early on, and set up dynamic pricing that adapts in real time. Plus, your customers get a seamless shopping experience everywhere.

  • Better sales and loyal customers
  • No more overstock or shortages
  • Smooth shopping across all platforms
Retail & eCommerce

Telecom companies can unlock the potential of ML for network optimization, predictive maintenance, fraud prevention, and deploying next-gen network infrastructure.

  • Enhanced network performance and reliability
  • Increased customer retention
  • Advanced network capabilities
Banking & Finance

Machine learning paves the way for personalized learning journeys, effortless grading and assessments, and 24/7 student support via AI-powered chatbots. It’s like having an extra teacher in the classroom, but digital.

  • Tailored learning experiences
  • Less administrative tasks
  • Better student engagement
Transportation & Logistics

AI is transforming the insurance game — elevating fraud detection, refining risk modeling, and accelerating underwriting processes with the precision of machine learning.

  • More accurate risk assessment
  • Streamlined claims processing
  • Proactive risk management
Insurance

With ML on our side, we’re making energy use smarter. Our solutions help you lower energy consumption, keep the grid running perfectly, and support the shift to green energy via forecasting and smart meter analysis.

  • Increased operational efficiency
  • Better grid reliability and resilience
  • Accelerated transition to renewable energy
Insurance

Turn your data into solutions

From forecasting to root-cause analysis, we solve your toughest challenges with machine learning.

Core technologies we work with

AI frameworks and libraries
  • TensorFlow
  • Keras
  • PyTorch
  • MXNet
  • Nvidia Caffe
  • Chainer
  • Theano
  • OpenNN
  • Neuroph
  • Sonnet
  • Tensor
  • Tf-slim
Programming languages
  • R
  • Python
  • Java
  • C++
Algorithms
  • Supervised/unsupervised learning
  • Zero-shot learning
  • One-shot learning
  • Clustering
  • Few-shot learning
  • Metric learning
Metric learning
  • CNN
  • RNN
  • Variational autoencoders
  • Bayesian networks
  • Circom
  • Representation learning
  • Autoregressive networks

What our customers think

Tim Benedict CTO Vitreus
company's logo

“Innowise has successfully delivered the client's MVP, marking the project's success. The team has offered excellent project management, as they're highly efficient and always deliver on time. Overall, their passion and depth of expertise are outstanding.”

  • Industry Business services
  • Team size 30 specialists
  • Duration 15 months
  • Services Architectural design, blockchain, custom development
Ory Goldberg CEO Traxi
company's logo

“I'm very satisfied with their high-quality work and ability to deliver exactly what I want through a very professional approach. Their flexible and available process is key to the ongoing project's success.”

  • Industry Software
  • Team size 10 specialists
  • Duration 24+ months
  • Services Mobile development, web development
Davide Criscione Founder & CEO DC Services GmbH
company's logo

“Innowise has found high-quality resources that fit well within their assigned internal teams. They had the resources ready to start in a short period. The team offers responsive and personable project management. Moreover, they're proactive and don't overpromise.”

  • Industry IT services
  • Team size 12 specialists
  • Duration 15+ months
  • Services Staff augmentation

FAQ

How do you integrate the ML solution with our legacy systems?

We integrate machine learning into legacy environments by building secure connection layers — APIs or middleware. That lets new models communicate with existing applications. Our team starts the process with a thorough system audit to identify dependencies and potential bottlenecks. From there, we design an integration strategy that preserves business continuity while introducing advanced ML functionality, so your daily operations remain stable during and after deployment.

How long does an ML consulting project typically take?

ML consulting projects can span a few months to over a year, depending on factors like complexity, team readiness, and goals. Simple tasks, such as creating predictive models, might wrap up in 1–3 months, while advanced systems often take 6–12+ months, requiring thorough data prep and rigorous model testing.

Do we need the infrastructure to train machine learning models?

Not always. If you already have computing resources in place, we can optimize and use them. Otherwise, cloud-based infrastructure offers flexible, cost-efficient training environments that scale up or down as needed.

What are the risks associated with ML consulting?

The biggest risks lie in poor data quality, unclear business objectives, and underestimating the complexity of integration. To mitigate these, we emphasize upfront discovery, rigorous data validation, and close alignment with measurable KPIs.

What kind of data is needed for a machine learning project?

The specific data depends on the problem you’re solving, but quality matters more than sheer volume. Structured records (transactions, customer profiles, sensor data) and unstructured assets (text, images, audio) can all be valuable if they’re accurate and representative. During the discovery phase, we help assess and prepare your data so it supports both model accuracy and long-term scalability.

Feel free to book a call and get all the answers you need.

Book a call

    Contact us

    Book a call or fill out the form below and we’ll get back to you once we’ve processed your request.

    Send us a voice message
    Attach documents
    Upload file

    You can attach 1 file up to 2MB. Valid file formats: pdf, jpg, jpeg, png.

    By clicking Send, you consent to Innowise processing your personal data per our Privacy Policy 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.

    You can also send us your request
    to contact@innowise.com

    What happens next?

    1

    Once we’ve received and processed your request, we’ll get back to you to detail your project needs and sign an NDA to ensure confidentiality.

    2

    After examining your wants, needs, and expectations, our team will devise a project proposal with the scope of work, team size, time, and cost estimates.

    3

    We’ll arrange a meeting with you to discuss the offer and nail down the details.

    4

    Finally, we’ll sign a contract and start working on your project right away.

    arrow