AI EXPERTISE
I don't talk about AI.
I ship with it.
For over a year I've been PM on an AI-native product, earned a Gen-AI product certification, and rewired my daily craft around AI tools. This is what working in AI, not around it, actually looks like.
Revenue grew +18% QoQ, led by the EMEA segment. Here's the monthly trend:
A year inside an AI-native product.
I spent nearly a year as PM on Toucan AI, a conversational analytics product. The biggest lesson: building an AI product is nothing like building a regular one. The real design work happens as much in the model's behavior as in the interface.
It also means accepting that the product is probabilistic by nature, and designing for it: building trust, setting the right expectations, and making the AI's reasoning legible to non-technical business users.
AI, distilled into how I ship.
I use AI to move faster and deliver better, every day. It reshapes how I work with engineers and how quality gets shipped.
Living specs
Product requirements that live inside the codebase and can be queried. Specs that stay true to what actually shipped.
Vibe coding
UI/UX iterations straight in Cursor and GitHub, shipping small improvements myself instead of queueing dev time.
Agents in production
Live agents doing real work: user-feedback analysis, competitive monitoring, and product documentation. n8n in 2025, Claude agents in 2026.
I ship with AI. Here's the receipt.
My GitHub contributions are the simplest proof that I've folded AI into my daily work, whether I'm writing specs or vibe coding.
Most AI features fail not because the model is wrong, but because the product never makes it obvious when to trust it and when not to. Building that trust layer is the real PM job in AI.
GenAI · Les Fondamentaux
The GenAI foundations program by AI Discipline, led by Rémi Guyot (ex-Booking.com CPO) and Tristan Charvillat (VP Design, Malt). Theory to back up a year of hands-on practice.
The kit I build with.
A modern, connected stack, wired together so the tools talk to each other instead of sitting in silos.