MG12 design · est. on 30 years of delivery
Product & platform leadership
for the ML era.
I design and ship ML-heavy, scalable systems — and lead the teams that build them. CPO for hire, ML consultancy, and platform architecture for companies that need innovation they can actually stand behind.
New, but proven. Innovation with heritage.
How I help
Three ways to bring senior product and platform firepower into your business.
CPO for hire
Fractional or interim Chief Product Officer. Strategy, roadmap, team and delivery — accountable for outcomes, not slideware.
Learn more →ML consultancy
RAG-ML knowledge systems, Voice-of-Customer analytics, AI in the loop — designed to be measurable, governable and worth the spend.
Learn more →Platform architecture
Scalable, robust, audit-ready platforms. From single-source-of-truth data to omni-channel delivery and compliance by design.
Learn more →Evidence
Not products for sale — proof of the kind of modern, scalable, ML-heavy work I author and lead.
Plenio
EU AI Act compliance middleware — a named human back in the loop, recorded as tamper-evident evidence.
Read the case → Platform · MLIntuitra
A RAG-ML knowledge platform: AI chat, authoring, ingestion, VoC analytics and codeless workflow automation.
Read the case → Consultancy · TransformationService transformation, US ISP
5,560 calls analysed, a costed quick-win backlog and a service maturity model for a fixed-wireless operator.
Read the case →Have a problem worth solving well?
Tell me what you’re trying to build, fix or scale. I’ll tell you straight whether and how I can help.
Get in touch