Consulting

We offer consultancy in all stages of the data science and machine learning lifecycle

Cambridge Machine Learning transforms data and AI ambitions into operational success. We design architectures, build intelligent systems, and optimise models for performance and reliability. From strategy and discovery to deployment and ongoing assurance, we deliver solutions that make AI practical, compliant, and effective.

bullet

What work we do

We design, build and assure modern AI systems - from LLM applications and agents to the data and MLOps foundations that keep them reliable, observable and compliant.

AI Engineering
  • LLM apps & tool-using agents
  • Retrieval (RAG) & orchestration
  • Prompt design & eval loops
Data Platforms
  • Lakehouse on Azure/AWS
  • Streaming & batch pipelines
  • Vector stores & governance
MLOps & Evaluation
  • MLflow, CI/CD, deployments
  • Automated regression tests
  • Prompt/model versioning
Assurance & Compliance
  • EU AI Act readiness
  • Risk controls & runbooks
  • Monitoring & audit trails
bullet

Our expertise

We design data and machine learning strategies to fit your business/research needs. We are a full-service consultancy offering training and recruitment support, strategy and solutions design,
implementation, maintenance and deployment.

artificial-intelligence
A.I. development and deployment

Our senior team members have a wealth of experience in turning ideas into production-ready, scalable systems.

predictive-analytics
A.I. assurance, evaluation and monitoring

A.I. observability is a necessity for performance, trust and compliance.

full-stack-development
Full-Stack Development

We have deep experience in developing the full application around your A.I. Have a preferred cloud provider? We've deployed to all the major ones.

machine-learning
Machine Learning

We design, train and optimise cutting-edge machine learning models from your data for effective applications.

“CML provided us incredible support in understanding our data and optimising our machine learning models for deploying our solution to customers worldwide.”

Outfield Technologies, Cambridge, UK

“CML worked with us to critique and design a cloud-based, end to end machine learning pipeline for our end client. They were very happy with the final solution and felt much more prepared for deploying their solution to production in the next quarter.”

London-based data science consultancy

“CML helped us in developing our screening process for building our first data science team. They did a fantastic job in helping us to understand the skills we needed, how to identify a strong candidate, and created an extensive screening test for potential candidates.”

Global Pricing

Selected Projects
AI assurance and monitoring

AI Assurance & Monitoring for Government

Public Sector (UK)

Leading the design and delivery of a national AI assurance framework for a major UK government department. This initiative establishes real-time monitoring, ethical oversight, and auditability for AI systems used by thousands of staff, setting a new benchmark for responsible AI in the public sector.

Enterprise AI Transformation

Enterprise AI Transformation

Global Retailer (via Enterprise Partner)

Directed a multi-million-pound enterprise AI migration - moving production machine learning systems from AWS to Azure. Oversaw a cross-functional team of six specialists, ensuring seamless deployment, traceability, and long-term scalability across retail operations serving millions of customers.

Responsible AI Evaluation Platform

Responsible AI Evaluation Platform

Internal Innovation Project

Created an AI assurance tool that evaluates generative AI systems for safety, governance, fairness, and accessibility. Used by multiple enterprise clients to benchmark risk and readiness under the EU AI Act - combining human review with automated scoring for continuous compliance.

Pharma AI integration

AI Integration for Global Pharma

Fortune 500 Life Sciences Company

Integrated AI-driven feedback and data analysis tools for a multi-million-pound healthcare sales and R&D programme. Enhanced knowledge discovery and decision support across distributed teams while maintaining full compliance with emerging AI safety standards.

Agritech and health innovation

AI for Agriculture & Health Innovation

Innovate UK Collaborations

Delivered AI systems for two government-funded innovation projects - one improving yield prediction and farmer decision-making, and another extracting clinical insights from vocal data to support early diagnosis and wellbeing tracking.

Financial AI Systems

AI Systems for Financial Services

Financial & Professional Services

Developed AI solutions that automate analysis, streamline compliance checks, and uncover new revenue insights across investment and advisory platforms. Supported multiple deployments from prototype to production, including the first commercial multi-agent AI system for a UK fintech firm.