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For engineering & digital teams

I build AI systems that actually work in your business

For engineering leaders drowning in disconnected AI tools. I design, build, and hand over the integration plumbing so your team owns it.

I. The problem

Most AI never reaches production

Your organisation bought ChatGPT Enterprise. Some teams use Copilot. Someone piloted an off-the-shelf agent. Nothing talks to each other, nobody knows what's working, and vendor pitches are louder than internal signal. Tool fatigue is real, and the 2026 numbers back it up: around 95% of generative AI pilots never scale to production, and most enterprise AI investments fail to deliver measurable business value.

The gap is integration.

II. The work

What I build

Custom MCP servers

Expose your systems, data, and workflows to AI assistants through the Model Context Protocol. Built to production standards, not demos.

Agent orchestration

Multi-step workflows that actually work in your environment, with proper error handling, observability, and human-in-the-loop controls.

Context engineering

The difference between AI that guesses and AI that understands your business is context. I design the retrieval, prompting, and memory layers that make it work.

Technical due diligence

Independent evaluation of vendor AI proposals. No commission, no reseller relationships, no agenda.

III. The shapes

How I work

Three engagement models. Pick the shape that fits the problem.

Fixed scope

Discovery and prototype

Map the problem, build a working prototype, pressure-test assumptions. Fixed scope, fixed fee.

Delivery

Build engagement

Deliver a production-ready integration with documentation and team handover.

Retainer

Advisory retainer

Monthly retainer for teams who want senior AI engineering on call as they scale.

IV. Who

Who I work with

Engineering leaders, Heads of Digital, and CTOs who need someone who actually knows the tools, not a strategy deck. Particularly useful when your team is strong but hasn't yet built with agents, MCP, or production LLM systems.

V. Why me

Hands-on, not PowerPoint

I build with these tools daily. Google Developer Expert in Web Technologies. 25+ years shipping software and training senior engineers. I teach and build what I actually use.

No software to sell you. No commissions. No reseller relationships. My only job is to deliver the integration your team can maintain after I'm gone.

VI. Talk

Book a free 30-minute call. No pitch. No vendor agenda. We'll talk about what you need and whether I can help.