AI & ML Solutions on Azure - Consulting & Development Services

From Idea to AI/ML Powered Copilots & Agents in 6-8 Weeks

With Azure AI Foundry, Copilot Studio, Semantic Kernel, Azure Machine Learning, and more
Microsoft Gold Partner Certification 2021 for ITMAGINATION
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Client Case Studies

Successful AI/ML Projects

Reduced Downtime & Warranty Claims with Predictive Maintenance Models

Developed IoT-powered predictive maintenance and quality models using sensor data and neural networks to detect production anomalies. The Azure-integrated solution improved uptime, reduced product returns, and enhanced quality control across 11 manufacturing sites.

Cut Concrete Costs & CO₂ Emissions with Optimized Mixing App

Developed a web-based app using non-linear optimization to reduce raw material usage and emissions in concrete production. The Azure-hosted solution enables CRH to calculate cost, CO₂ impact, and performance in real time, supporting sustainable manufacturing across global plants.

Achieved 85%+ Forecast Accuracy with AI-Powered Sales Predictions

Built a regression-based forecasting model using Gradient Boosting and time-series analysis to predict hourly sales, returns, and restocking efficiency. The solution improved inventory planning and operational effectiveness across stores using Python, R, and SQL-based analytics.

GenAI Legal Assistant Delivered on Azure for Dutch LegalTech Startup

Built a secure, GPT-powered legal research assistant using Azure OpenAI, Semantic Kernel, and Cognitive Search. Enabled Dutch legal professionals to query across laws and case files with source attribution and AI-powered Q&A; addressing major limitations of public LLMs while validating the client’s product-market fit.

Internal Copilot Boosts Sales Efficiency with Tailored Case Study Discovery

Developed an internal Copilot solution that uses Azure OpenAI to match relevant case studies to active sales conversations. The tool improves response time and personalization, empowering the sales team to deliver stronger, evidence-backed proposals faster.

Unified Azure Analytics Platform for Structured, Unstructured & IoT Data

Built an advanced analytics platform, automating deployments across Azure Data Lake, Databricks, Cosmos DB, and Event Hubs. It enables departments to ingest & analyze diverse data types - from IoT streams to business systems within a unified cloud-native environment.

Automated Social Media Monitoring with AI-Powered Image Recognition

Built a neural network–based system to detect product placement across social media in real time. The solution identifies brands, objects, and context, enabling automated marketing reports, influencer tracking, and competitor analysis for global marketing teams.

Logo Recognition Model Achieves 90%+ Accuracy in Global Field Use

Developed a deep learning-based image recognition model for Cheil to validate Samsung's logo consistency across global retail locations. Achieved over 90% balanced accuracy; even in poor lighting or angles, and integrated the model into a mobile tool used by sales teams worldwide with <3s response time.

LPP Uses Computer Vision to Analyze In-Store Traffic and Product Exposure

Delivered a machine learning solution that processes CCTV footage in milliseconds to detect queues, count customers, and analyze shelf space in retail stores. The system helps LPP validate in-store behavior patterns and boosts demand forecasting with ground truth data.
Solutions

Scalable & Secure AI/ML Solutions Built on Microsoft’s AI Stack

Generative AI Powered Copilots + Agents on Azure

Design copilots, autonomous agents, and knowledge assistants using Microsoft’s GenAI stack.
  • Build Fully Custom Agents & Copilots with Azure AI Foundry & Azure OpenAI: Enable summarization, classification, and natural language chat across your enterprise data.
  • Empower Business Users & Makers with Copilot Studio Integrations: Design LLM workflows and deploy copilots within Microsoft 365, Teams, or your custom apps.
  • RAG & Knowledge Orchestration: Use Azure AI Search + AI Studio to deliver grounded, auditable responses using your internal content.
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Classic Machine Learning Solutions on Azure

Train, deploy, and monitor ML models for forecasting, scoring, and optimization.
  • Enterprise-Grade ML Workflows: Use Azure Machine Learning and Databricks to build and deploy time-series, classification, and regression models at scale.
  • Automated MLOps: Enable retraining, model versioning, and drift detection with ML pipelines and CI/CD.
  • Explainable, Compliant AI: Build trustworthy models with built-in explainability, Responsible AI dashboards, and audit trails.
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Services

End-to-End AI & ML Solutions on Azure

From copilots & agents to forecasting models, we help you turn AI ideas into production-ready solutions—securely and at scale.

Copilot & Agent Development – Build AI Assistants Users Actually Use

We build custom copilots & agents using Microsoft 365, Copilot Studio, Azure OpenAI, and Azure AI Foundry.

These AI copilots & agents automate document processing, field operations, customer support, and more—integrated with Microsoft Graph, internal systems, and enterprise data.

Use AI Foundry, Semantic Kernel, and Prompt Flow to Manage LLM Workflows End-to-End

Design, evaluate, and deploy LLM-based solutions using Semantic Kernel, Prompt Flow, Azure AI Foundry, and Content Safety tools.

We help enterprise teams run structured pilots and move toward reliable LLMOps.

Responsible AI & Governance – Stay Compliant While Innovating

Extract, classify, and reason over structured and unstructured documents using Azure AI Document Intelligence, OpenAI, or custom AI models.

Ideal for contracts, invoices, product manuals, and regulatory docs.

MLOps & Model Deployment – Automate Model Lifecycle Management

We deliver ML-powered forecasting solutions using Azure ML and Databricks, helping businesses predict demand, inventory needs, churn risk, or maintenance events—backed by interpretable models and auto-retraining pipelines.

Generative Search – Bring Your Enterprise Data to Life

We build Retrieval-Augmented Generation (RAG) solutions combining Azure OpenAI + Azure AI Search + your data to deliver contextual answers across policies, documentation, or reports—securely and with source tracking.

Forecasting & Predictive Models – Reduce Uncertainty with ML

Implement enterprise-wide data governance with Microsoft Purview, enabling data discovery, classification, lineage, and access control to support compliance and secure data usage.

This is critical for regulated industries and organizations operating across multiple geographies. We help you enforce consistent policies for PII, GDPR, and internal controls while improving data transparency for business users and customers.

AI-Powered Document Intelligence – Automate Document-Heavy Workflows

Aggregate sustainability, emissions, and compliance data across sites and suppliers. Using Azure Synapse, Power BI, and Data Factory, we automate ESG dashboards and compliance audits, reducing manual data collection cycles.

MLOps & Model Deployment – Automate Model Lifecycle Management

Using Azure ML, Kubernetes, and CI/CD pipelines, we productionize ML models with automated retraining, drift detection, and version control, supporting use cases in finance, supply chain, and personalization.

Model Evaluation, Tuning & Fine-Tuning

We support custom and foundation model evaluation, tuning, and fine-tuning using Azure ML, AI Foundry, and Prompt Flow to improve accuracy, alignment, and performance across tasks and domains.

AI-Powered KPI Monitoring & Alerting

We combine telemetry data with AI to monitor performance, detect deviations, and trigger alerts, helping ops teams stay ahead of issues. Built on Azure Monitor, ML-based thresholding, and Power BI/Teams integrations.

About Us

ITMAGINATION in Numbers

16+
Years on the Market
550+
Successful Projects
5+ Years
Average Client Tenure
90th
Percentile NPS
400+
People On Board
4.7+
Glassdoor Rating
Our Approach

AI Strategy to Real-World Solutions—Structured for Speed and Scale

We tailor each AI initiative around your goals and readiness.

Whether you're aiming for a rapid business win or a full-scale transformation, our proven framework ensures clarity, security, and results at enterprise scale.

Define the AI Use Case & Success Criteria

We start with a focused workshop to align on impact, feasibility, and value. Together, we prioritize initiatives based on ROI, technical fit, and integration with your data and systems.

AI Framework & Architecture Design

We apply our AI Framework to define architecture, toolchain (Azure Foundry, Semantic Kernel, OpenAI, Machine Learning, Copilot Studio, etc.), and governance approach.

Depending on the approach, this takes 6-8 weeks.

Rapid PoC or MVP Development

As part of the above AI Framework, we build and deploy a pilot or MVP; often a copilot, assistant, or predictive module, on a secure Azure environment. This validates the tech stack and shows tangible value early.

Production-Grade Implementation & Integration

We extend the MVP into a fully integrated solution across systems, data layers, and end-user environments (e.g. M365, web, mobile).

Security, compliance, and observability are fully embedded.

Monitor, Learn & Expand AI Capabilities

We monitor usage, retrain or fine-tune models where needed, and identify additional use cases. Our team helps establish internal capability or manages ongoing optimization.
Testimonials

See what some of our clients have to say

David McGowan
SVP, CIO of Global Commercial Services. Previously CTO at Kabbage, Acquired by American Express
"Kabbage’s (Acquired by American Express) partnership with ITMAGINATION has been instrumental in completing our goals across numerous major projects."
Logo ITMAGINATION Client BNP Paribas
Małgorzata Dąbrowska
Chief Operating Officer & Board Member
"ITMAGINATION has been cooperating with BNP Paribas since 2012, completing many initiatives with the bank, providing and implementing software that was developed especially for our needs."
Dorota Poniatowska-Mańczak
Chief Innovation Officer
"We have been cooperating with ITMAGINATION since 2016. The main project created by ITMAGINATION for our company was implemented very quickly – in only 13 months."
Logo ITMAGINATION Client Hochland
Robert Pernak
Pricing Manager
"ITMAGINATION's team clearly understands our needs, have top-notch expertise both in our sector (FMCG), as well as the technologies used - Business Intelligence Data Warehousing."
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David Wood
Managing Director
"ITMAGINATION's team was able to understand our business needs and set up a development team quickly and to a high quality."
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Michael Wolf
Chief Technology Officer (CTO)
"The  team has been great to work with, they are direct communicators, open to  feedback and work hard to build a great product."
Team

Meet Our Solutioning Team

Maciej Gos
Chief Architect
As the Chief Architect at ITMAGINATION, I design secure, scalable solutions on Microsoft Azure, specializing in cloud architecture, AI, and data platforms to help our clients drive innovation and efficiency.
Piotr Walkowiak
Data Competency Leader
With over 13 years of experience in data architecture and engineering, I design and optimize Azure Cloud Data services and Power BI solutions, helping businesses enhance data quality, performance, and decision-making.
Jakub Czajkowski
.NET Competency Leader
With over 16 years in the IT industry, including more than a decade at ITMAGINATION, I specialize in backend development, cloud architecture, and Microsoft technologies, helping businesses design scalable, high-quality solutions with a value-first approach.

Have any questions?

Don't hesitate to reach out! Our team is here to help.

Schedule a free 30-minute consultation for a Custom AI Adoption Plan

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Let's Talk About Your Project!

Maciej Gos

Chief Architect & AI/ML Competency Leader

ITMAGINATION LinkedIn

Piotr Walkowiak

Data Competency Leader

ITMAGINATION LinkedIn
If you're interested in exploring how we can work together to achieve your business objectives & tackle your challenges - whether technical or on the business side, reach out and we'll arrange a call!

Our Team Is Trusted By

Logo ITMAGINATION Client BNP ParibasLogo ITMAGINATION Client L'OrealDanone LogoParamount LogoOrange ITMAGINATION ClientSantander ITMAGINATION ClientCredit Agricole ITMAGINATION ClientSkanska ITMAGINATION CustomerDNB (Danske Bank) ITMAGINATION ClientArmadillo.one LogoGreenlight ITMAGINATION Customer / Client