Freelancer profile translated to English.

Description

👋 Hello and welcome!

Senior AI Product Manager (10+ years), I specialize in LLMOps / LLM / RAG / Evals: I transform GenAI ideas into reliable products in production.

What I offer:

🎯 GenAI Product Scoping

Define the right use case, value, MVP, metrics (adoption, quality, cost/latency).
Vibe coding prototypes: prototype quickly → test with users → iterate (ideal for securing a decision before heavy investment).
Execute Go-to-market strategy: product/market fit, messaging, Product/Tech/GTM alignment, launch plan.

⚙️ LLMOps Industrialization (RAG – Evals – Monitoring)

RAG & orchestration (agents, scoring, embeddings / vector search)
Evals/QA (rubrics, test sets, hallucination detection)
Monitoring/guardrails (observability/tracing, brand voice, security, fallbacks)

📊 Examples of results

Business results: 360k visitors/year • x5 meetings
Evals scoring: -98% noise (shortlist 2500 → 50)
Evals hallucination rate: < 2% after context/prompt engineering optimization + guardrails

🤝 I work mainly remotely, with the possibility of occasional on-site presence.

📩 Contact me to discuss - quick response guaranteed.

Industry field of expertise

Languages

French
Native or bilingual
English
Native or bilingual
German
Native or bilingual

Workplace preferences

Can work on-site

Paris (up to 50km), Bordeaux (up to 50km)

LUNA NOVA
Senior Consultant GenAI (LLMOps, RAG, Evals) | AI Agents & Automation
DIGITAL AND IT
April 2025 - Today (1 year and 2 months)
Paris, France
Role: GenAI Product & Go-to-Market Consultant (LLMOps, RAG, AI, ML)
Positioning: Transform GenAI POCs into reliable products in production (measured quality, controlled risks, adoption)

Context

As a Senior Product Manager and LLM/RAG expert, I help SMEs, digital agencies, and B2B SaaS startups transform GenAI ideas into adopted products (reliable in production, measurable, results-oriented).

Missions / Responsibilities
Product & Value Scoping: target audience, use cases, value proposition, packaging, and pricing for a first GenAI product
Lean Discovery: field interviews / tests to validate user workflow and avoid building "in the dark"
Roadmap & MVP: focused scope, success criteria, minimal instrumentation (activation, adoption, quality, cost).
LLMOps & Reliability: implement Evals / QA / monitoring practices to make the system measurable and improvable
Delivery & GTM Alignment: synchronizing founders/tech/sales-marketing on priorities, milestones, and feedback loops.
Definition of quality rubrics (relevance, factuality, style/brand voice, security)
Setting up test sets (golden set), edge case scenarios, acceptance criteria
Anti-hallucination strategies (RAG, citations/sources, controlled refusals)
Production Monitoring: tracking quality, latency, cost, error rates, drifts
Guardrails: content policies, tone/brand voice constraints, filters, fallbacks, and human escalation
Approach
Scope: 1 target + 1 job-to-be-done + 1 success metric
Design: workflow + architecture (RAG / agentic) + risks
Evals: rubrics + dataset + automated tests (pre-production)
Prod: monitoring + alerting + feedback loop (post-production)
Iteration: optimizing quality ↔ cost ↔ latency + adoption

Keywords
GenAI • LLMOps • RAG • Evals • LLM evaluation • Monitoring • Observability • Guardrails • QA anti-hallucinations • AI Agents • Product strategy • Go-to-market • Discovery • MVP
LLMOps Artificial Intelligence Product Management Product-Market Fit Retrieval-Augmented Generation (RAG)
Site Bunch
Product Owner AI / GenAI
TELECOMMUNICATIONS
February 2023 - March 2025 (2 years and 1 month)
Bordeaux, France
Role: Product Owner (Product + Ops)
Product: No-code "website factory" platform for creating and managing website networks at scale
Targets: Local marketing agencies & networks, franchises, groups, SEO / content agencies

Context
Proprietary SaaS CMS, intuitive no-code administration. Powerful network features (mutualization, sharing, multi-client management) to industrialize website and content production.

AI Product Vision
Automatic content optimization for better SEO (on-page + linking)

Responsibilities
Product Strategy & Roadmap: defining vision, trade-offs, prioritization, MVP/iteration scoping.
Delivery & Operations Management: implementing tracking processes, rituals, tools, and quality management.
Estimation & Planning: Extreme Estimation, progress tracking, dependency management.
Management: team of ~25 people (5 direct: PO, CTO, UX... + 20 indirect: dev, designers, integrators, consultants).
Recruitment: building a team of 15 development consultants.
Performance & KPIs: tracking burndown, QA, user feedback, reliability, and satisfaction.
Environment / Stack
Process: Scrum, TDD, Gherkin
Architecture: API + microservices, single codebase, multi-client, Angular / .NET
DB: PostgreSQL, Redis
Infra: GitLab, Docker, Kubernetes, Traefik
Cloud: Google Cloud, OVH Cloud, Cloudinary
Tools: GitLab, Miro, Figma, Discord
Tests: LambdaTest, Ghost Inspector
Keywords
CPO • Product Ownership • SaaS • No-code • Platform • Multi-tenant / Multi-client • Agile/Scrum • KPIs • Delivery • Microservices • Kubernetes • Angular/.NET • LLM
Product Management Artificial Intelligence Agile Project Management LLM LLMOps