ML Engineering

Turning data into smarter decisions and intelligent automation

Organisations collect more data than ever, yet turning it into measurable business impact remains a challenge.

Our Data Science team bridges the gap between experimentation and real-world results. We combine advanced analytics, machine learning and AI engineering to turn insights into intelligent automation and better decisions.

Whether you want to predict customer behaviour, automate complex processes or improve operations, we design solutions that are scalable, explainable and compliant. Together, we make AI work for your business.

Decision AI focuses on prediction, optimisation and risk management. It helps organisations prevent fraud, assess risk and make better decisions based on data rather than assumptions.

Every organisation wants to make faster and more reliable decisions, especially in data-rich environments such as banking, utilities and retail.

With Decision AI, we help you apply machine learning models to support smarter, more consistent and transparent choices.

Examples of how we apply Decision AI across sectors:

Banking: Detect fraud and assess creditworthiness in real time. Automate compliance reporting and document validation for faster and more accurate processes.

Utilities: Use AI to detect fraud, anticipate public safety risks and manage urban traffic flows more effectively through predictive insights.

Retail: Forecast demand with higher precision, adjust prices dynamically and understand customer funnels to improve conversion and reduce waste.

Our Decision AI models are reliable, explainable and built with governance in mind, so your teams can trust every outcome.

Interaction AI covers all customer and employee-facing AI solutions. It uses conversational interfaces, copilots and personalised recommendations to enhance customer experience and make work easier for employees.

AI can transform the way you connect with customers. Not by replacing people, but by making every interaction more personal and effective.

Our Interaction AI solutions help you automate, support and personalise communication across channels.

Examples of how we apply Interaction AI across sectors:

Banking: Build advisory chatbots and smart assistants that send proactive and personalized alerts and recommendations.

Utilities: Combine AI-powered virtual assistants, feedback insights and digital service portals to create faster, more transparent and citizen-focused services.

Retail: Use recommenders and marketing copilots to guide customers through conversational shopping experiences that feel natural and relevant.

We design Interaction AI that improves your customer experience in a secure, compliant and brand-aligned way.

Vision AI includes computer vision, document vision and intelligent inspection. It helps organisations automate visual checks, ensure safety and compliance and transform images and video into actionable insights.

Images and video contain valuable information, provided you can use them effectively.

With Vision AI, we help you automate visual inspection, verification and monitoring through advanced computer vision models.

Examples of how we apply Vision AI across sectors:

Banking: Accelerate onboarding with automated ID verification and contract or KYC document analysis.

Utilities: Improve safety and efficiency through infrastructure inspection, smart surveillance and automated document processing.

Retail: Enhance the shopping experience through visual search, return inspection and in-store analytics that help you understand customer behaviour and optimise layouts.

Our Vision AI solutions combine precision with privacy, making them suitable for even the most sensitive environments.

AI only creates value when it performs reliably in production.

Our ML engineers ensure your AI solutions are robust, scalable and maintainable from the first prototype to full deployment.

Model optimisation for latency, cost and accuracy

Automated pipelines for deployment and retraining

Continuous model monitoring and governance

At adesso, we ensure your AI remains reliable, traceable and compliant throughout its lifecycle.

AI creates value only when it becomes part of daily operations. That’s why our Data Science team work closely with your business and IT experts from idea to implementation.

We combine technical expertise with a pragmatic and human approach to help you unlock the full potential of your data.

Discover how our Data Science team turns data and AI into real business impact.

These success stories show how we help organisations unlock value, automate decisions and work smarter with data.

Talk-To-Your-Data-Warehouse: Unlocking Insights

Revolutionizing Data Warehouse Interactions with Natural Language

Automating financial document validation and analysis

Retrieving relevant information from a database of contracts

Matching the Best Candidate from a Database of Thousands

Building AI that performs in the real world

At adesso, we go beyond the LLM demo. We focus on production-ready AI that is robust, secure, and compliant.

Our approach covers every layer — from data ingestion, feature extraction and model validation to monitoring, governance and human oversight. This ensures that AI is not just impressive in a prototype, but reliable and auditable in a live environment.

We help organisations navigate challenges such as data privacy, bias mitigation, transparency and performance drift. By combining deep technical expertise with a strong focus on data governance and quality management, we make AI sustainable and trustworthy.

Together with our partner LangWatch, we continuously monitor model behaviour in real-world use. LangWatch provides detailed observability into prompts, responses and user interactions, allowing us to detect issues early, improve accuracy and maintain compliance — every step of the way.

Our Data Science team shares their perspectives on the latest developments in AI, data platforms and responsible innovation. Explore how we turn complex challenges into practical solutions that deliver real impact.

Beyond the LLM Demo: Building Production-Ready AI Solutions

Enhancing Transparency and Stakeholder Engagement in a High-Compliance Data Environment Using Dataiku

We regularly organise inspirational workshops to help businesses explore how AI can improve their work processes.

We share real-world examples of AI driving business value and help teams identify where to start.

Together we map opportunities, separate hype from reality and translate AI capabilities into concrete next steps.

Empower every team to build and run AI responsibly

We enable every team to build, ship, and safely run AI products faster and more cost-efficiently, by standardizing skills, platforms and practices, and by co-building reusable building blocks that meet privacy regulations.

We can help kickstart AI product development through:

Creating reusable AI components within your organisation

Curious how AI Enablement could work for your organisation?

Our Data Science team is happy to explore the possibilities with you — just reach out below.

We bridge the gap between business ambition and technical reality. Our Data Science team works closely with adesso’s Data Engineering and Data Consultancy experts to ensure your strategy connects seamlessly to execution — from defining governance and quality frameworks to building AI responsibly.

Together, we turn data into a trusted, compliant and valuable asset that helps you grow sustainably.

Got questions or looking to unlock more value from your data with AI?

No matter where you are on your journey to becoming a data-driven organisation, we help you identify the key steps and priorities for success.