AI Transformation Advisory
Turning AI from ambition into measurable operating advantage.
I help leadership teams design and build the data, automation and decision-making infrastructure that makes AI a durable commercial advantage — not a stalled initiative or a pilot that never reaches production. I do the engineering, not just the advice.
strategy → architecture → working software → lasting capability
The premise
Most organisations are not short of AI ambition. They are short of a credible path from pilot to production — one that engages honestly with your existing systems and data, knows when to build on them and when to replace them, and ends in software your team can actually run. That path, and the systems along it, is what I build.
How I work
Advice that is proven before it is recommended.
Strategy & architecture
A clear, costed view of where AI creates value — and the technical architecture to deliver it. Sequenced by return and feasibility, grounded in your data rather than vendor decks.
Hands-on engineering
I build the systems myself — agents, pipelines, integrations, interfaces. Advice is proven in working software before it reaches your roadmap, not handed over as slides for someone else to attempt.
Lasting capability
The data foundations, governance and team capability to run and extend what's been built — so the advantage compounds after the engagement ends, rather than fading.
What I build
The engineering, in plain terms.
- 01Autonomous agent systems & orchestration
- 02Retrieval-augmented search & RAG pipelines
- 03Structured extraction from unstructured documents
- 04Data infrastructure, modelling & integration
- 05LLM application engineering & evaluation
- 06Verification, QC & audit tooling
Evidence
Built, not theorised.
I design and operate a production intelligence platform that autonomously discovers, extracts, verifies and publishes market data — built on autonomous agents, retrieval pipelines and a structured data model, with full source traceability and audit trails at every step. The disciplines I bring to client work are the same ones I run in code every day, at scale: accuracy, governance, and automation that holds up under scrutiny.
Start with a conversation.
A short, candid discussion about where AI could create value in your organisation — and, just as importantly, where it could not. No obligation.
Arrange a conversation