7+ years of SaaS product management with deep technical ownership over AI/ML features. MSc/PhD in Computer Science, Machine Learning, or equivalent hands-on expertise. Strong technical fluency in GenAI ecosystems: LLMs, fine-tuning, RAG systems, embeddings, structured output modeling. Hands-on experience working with AI/ML teams on model lifecycle: evaluation, A/B testing, fine-tuning, and post-deployment monitoring. Analytical and experimental mindset. Familiarity with computer vision pipelines, data labeling ops, or human-in-the-loop AI systems. Fluent in French and English. Practical experience in catalog data management, search/NLP, or eCommerce AI systems is a plus.