AI Engineering & Integration Services
I help organisations build AI applications, integrate AI into existing systems and develop intelligent agents and workflows.
Hands on experience with LangGraph, LangChain, RAG and MCP, combined with expertise in APIs, system integration, security, cloud infrastructure and production software engineering. Backed by 18 years of enterprise software engineering.
Turning AI ideas into working systems
The real challenge integrating AI into existing workflows is working with existing applications, data and business processes while ensuring the resulting systems are secure, reliable and ready for production.
I have been developing enterprise software for 18 years and working with AI since 2024. My experience combines practical AI development using technologies such as LangGraph, LangChain, RAG and MCP with a deep understanding of system architecture, security, scalability, performance, failure recovery and operating complex systems in production.
Above all, good engineering starts with understanding the business problem. Without that understanding, even the best technology may fail to deliver the right results. The key is finding the right solution and choosing the appropriate technologies.
Where I can help
- AI Applications & Agents: Design and build AI applications, intelligent agents and workflows using LangGraph, LangChain and LLM APIs.
- AI Integration: Connect AI with existing applications, enterprise APIs, databases and business systems using tool calling and MCP.
- Knowledge & Memory: Implement RAG, document retrieval, vector search, conversational context and persistent memory.
- Architecture & Security: Design secure integrations, authentication, permissions, data boundaries and scalable system architectures.
- Production Engineering: Address reliability, performance, cloud deployment, testing, monitoring and failure recovery.
- AI Accountability: Incorporate evaluation, Human Review, technical controls and Evidence where appropriate.
Work with what you already have
Most organisations already have applications, APIs, databases and business processes that cannot be replaced. I work with these existing systems to introduce AI capabilities, connect agents to business applications and improve workflows while respecting your architecture, security and operational requirements. The aim is to build on what already works, choosing solutions that fit your business rather than introducing unnecessary complexity.
