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AI Enablement Workshops for the Teams Who Build
Deeper, technical workshops for developers, data teams and product owners who will build, run and own AI. Your team leaves able to ship AI features, not just talk about them.
Quick answer
What are AI enablement workshops?
AI enablement workshops build the in-house skills to design, build and run AI systems. ML Data House works with your developers, data and product teams on LLM applications, retrieval-augmented generation (RAG), AI agents, evaluation, deployment and governance, using your own stack and a real use case as the project.
- Built around a real use case in your stack
- LLM apps, RAG, agents and evaluation covered
- Production topics: MLOps, security and cost
- Your team keeps the code and patterns
What we deliver
What our AI Enablement Workshops service covers
LLM application patterns
Prompting in code, structured outputs, tool use and streaming.
RAG and knowledge search
Chunking, embeddings, vector databases and answer quality.
AI agents
Agent loops, tools, guardrails and human approval steps.
Evaluation
Test sets, automated scoring and regression checks for AI features.
Deployment and MLOps
Versioning, monitoring, cost control and rollback.
Security and governance
Prompt injection, data leakage and access control.
How it works
Our AI Enablement Workshops process
Short, visible steps with a demo or decision at the end of each one.
Teach
Live technical sessions with code-along labs.
Build
Your team builds a working prototype with our engineers.
Embed
Patterns, templates and a review of the prototype.
Deliverables
What you get
- Tailored technical curriculum
- Code-along labs in your stack
- Working prototype of a real use case
- Reusable templates and checklists
- Skills review and next steps
Best fit
This is right for you if…
- You want to build AI in-house
- Developers are new to LLMs and RAG
- Data scientists need production skills
- You want to reduce dependence on outside vendors
UK & US
AI Enablement Workshops for UK and US businesses
One remote team, planned around the rules and working patterns of each market.
United Kingdom
We work from our UK office in Wolverhampton with clients across England, Scotland, Wales and Northern Ireland, remotely. Projects are planned around UK GDPR and the Data Protection Act 2018, ICO guidance on AI and data protection, and, if you sell into Europe, the EU AI Act.
For UK teams we include data-minimisation and logging patterns that support UK GDPR accountability.
United States
We work remotely with US companies from coast to coast, and UK working hours overlap with the US East Coast morning for live calls and demos. We plan around the NIST AI Risk Management Framework, state privacy laws such as the CCPA/CPRA, and sector rules like HIPAA where they apply.
For US teams we include controls that support SOC 2-style audits and customer security reviews.
Tools, models & frameworks
PythonTypeScriptLangChain / LangGraphLlamaIndexOpenAI / Anthropic APIspgvectorPineconeMLflowDocker
Keep exploring
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- AI Strategy ConsultingAI Consulting & Strategy
- Custom AI DevelopmentAI Development & Engineering
- AI Transformation ServicesRelated on our site
- AI Readiness ChecklistRelated on our site
- AI Agents vs Chatbots vs RPARelated on our site
FAQ
AI Enablement Workshops: frequently asked questions
Who should attend AI enablement workshops?
Developers, data scientists, data engineers and product owners who will build or own AI features.
What skills does the team need beforehand?
Comfort with Python or TypeScript and basic APIs is enough. We adjust depth to the group.
Do you use our own technology stack?
Yes. Labs run on your cloud, languages and tools wherever possible so the patterns transfer directly.
Will we build something real?
Yes. The team builds a working prototype of one of your use cases during the program.
Do the workshops cover AI agents?
Yes, including tool calling, planning, memory, guardrails and when an agent is the wrong choice. See agentic AI systems.
How do you teach AI evaluation?
Teams create a test set for their use case, automate scoring and add it to their release process, so quality is measured rather than guessed.
Can you support the team after the workshops?
Yes. We offer code reviews, pairing and architecture support as the team moves to production.
Ready to talk about AI Enablement Workshops?
Tell us about your goals, data and systems. We will reply with practical next steps, wherever you are in the UK, the US or worldwide.