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What happens when a model becomes a panel?
A small benchmark comparing model routes, latency, and the brand signals that survive across AI answers.
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NowHead of Data & AI
Firgun Ventures
Firgun Ventures
TeachingLead AI Lecturer
Le Wagon
Le Wagon
FocusVisibility, systems,
applied intelligence
applied intelligence
Head of Data & AI at Firgun Ventures. Lead AI Lecturer at Le Wagon. AI consultant, author, former ecommerce founder, and builder of practical agentic systems — with applied AI programs taught for teams including:
A personal operating principle
AI is the most useful when it becomes part of a repeatable system. That means clear inputs, useful memory, good review loops, and an output someone can act on. My work sits between strategy and implementation.
What I work on
01
AI Visibility
Help AI systems know who you are. If you're invisible to AI, but your competitors are, you're losing out everyday.
02Growth Systems
All-in-one solution for building and scaling AI-driven growth strategies, self-improving over time.
03Intelligence Systems
Turn research, sources, knowledge graphs, and market questions into a private layer for clearer, more informed and traceable decisions.
About me
I have worked across data engineering, BI, technical consulting, ecommerce, media operations, growth, and applied AI education. That mix makes me curious about the gap between a promising demo and a system people trust enough to use every week.
So I care about the unglamorous parts: evidence, handoffs, ownership, review, and the small decisions that make an AI workflow compound instead of disappear into another chat thread.
01 / ClarityMake the category, question, and next action legible.
02 / EvidenceRemember the sources, caveats, and decisions behind the output.
03 / CadenceDesign for the team rhythm, not the one-off experiment.
04 / UsefulnessMeasure whether someone can make a better decision.
Selected research & articles
Discover what I have written about AI
Start somewhere concrete