From client conversation to production AI.
I spent eight years in consultative sales and admissions, then taught myself to ship software in the agent era. That combination won a paid co-development engagement with a government-sector research firm — Stoa, a sovereign consultation-analysis platform now piloting on real data — and I've since generalized the patterns into products and a methodology through my consultancy, Fridai.
I'm strongest at the translation layer: turning what a client actually needs into a working, evaluated, deployed AI system — and explaining the trade-offs in plain language on the way.
- Stoa — sovereign consultation analysis (paid engagement, pilot stage)
- Agora — feedback-analysis product with a runnable demo
- Website→demo delivery pipeline (two live deployments)
- FridaiOS — a personal agent platform
Capabilities matrix → every claim linked to evidence.