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Alexandre TriguiAT

Alexandre Trigui

Senior Product Manager | AI-Product

€700/day
1 project
Paris, FR
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Alexandre

Senior PM freelance · +7 years · AI-Product.
I design and deliver AI systems from discovery to production: production RAG pipeline, continuous evaluation (RAGAS), agents with skills system and natural language invocation.

Currently:
→ Nomia: GDPR-native RAG assistant for accountants, Mistral API, BM25+RRF, faithfulness 0.93, 329k chunks
→ NectraOS: production-ready system delivered in 3 months, documented data-driven stop decision

Background:
- Eurécia (B2B HRIS, 0→1, PLG),
- PrestaShop (tribe ×8 in 4 months),
- Scaleway (developer tooling, API/Console),
- Capgemini (enterprise innovation lab).

I do a lot of watch, AI agents, MCP, EU sovereignty, EU AI Act.

You're building an AI product or an enterprise platform. We should talk. →
  • English

    Fluent

  • French

    Native or bilingual

  • Spanish

    Native or bilingual

Can work on-site
Paris (up to 10km)

Experience

  • 21StStudent
    AI Product Lead - RAG production, RGPD-native (Nomia)
    February 2026 - Today (6 months)
    Design of a production RAG pipeline for accountants, BOFiP, CGI, 407 collective agreements, 329,000+ chunks ingested.

    Architecture decided: contextual retrieval (−49% retrieval failures), hybrid search BM25+RRF, cross-encoder reranking (+59% MRR@5).

    RAGAS evaluation sprint by sprint: faithfulness 0.93, context recall from 0.68 to 0.89 in 7 sprints, each architectural decision is a measured hypothesis.

    GDPR treated as a product feature from S1: EU-only infrastructure (Hetzner), double PII filter Presidio, local Ollama evaluation judge with zero data outside the EU.

    AI Scope management: agentic RAG refused for MVP (non-determinism incompatible with professional liability), deferred decisions documented and assumed.

    Active field discovery: 2 accountants in continuous contact, semi-structured questionnaire, institutional contacts OEC/Urssaf in progress.
  • Eurécia
    Principal Product Manager & Ops
    November 2023 - July 2025 (1 year and 8 months)
    Context 2
    Eurécia is one of the largest HRIS players in France.

    Replacement of the PM responsible for these products (Recruitment, Interview & Training) during her maternity leave.

    - Management of Run / Backlog (Recruitment, Interview & Training Products)
    - Tracking plan for new training modules
    - Beta testing of new training modules
    - Roadmap update
    - Transition documentation

    Results 🏆
    - Delivery of the new version of the training modules

    Tools used 🛠️
    - Notion
    - Zapier
    - GSuite
    - Microsoft Suite
    - Jira
    - Figma
    - Amplitude
    - ChatGPT

    Context 1
    Launch of a new product around the theme of employee engagement from scratch

    - OKR definition
    - Persona definition
    - UX research, Employee Engagement User behavior
    - MVP Prototyping
    - GTM
    - Data Tracking
    - Backlog creation/management
    - Use of a new technical stack
    - Design System Update

    Results 🏆
    - Launch of the engagement product in Beta from scratch in 6 months
    - Implementation of events on Amplitude

    Tools used 🛠️
    - Notion
    - GSuite
    - Microsoft Suite
    - Jira
    - Figma
    - Amplitude
    - ChatGPT
  • DECATHLON
    App Ride & Connected Sports Platform - Product Manager - Ops
    SPORTS
    January 2023 - September 2023 (8 months)
    Context of intervention 2
    Working with the Connected Sports platform (CSP) team, whose objective is to provide connected experiences for various sports.
    Context of intervention, functioning as an internal Design/Product agency for the different sports (Nabaiji, Tribord, Fouganza, Kipsta, Caperlan...).

    - OKR Definition
    - Restructuring of the offering and discovery methods
    - Design & Product evangelization workshops for sports
    - Implementation of Gamification trainings (Behavior Design)
    - Account management
    - Support for sports in UX & Product Strategy
    - GTM Support

    Results 🏆
    - Collaboration with 4 new sports (Caperlan, Fouganza, Tribord, Nabaiji)
    - Synergy between sports (e.g., Caperlan x Solognac)

    Context of intervention 1
    Discovery around the use of electric mountain bikes:
    - OKR Definition
    - Persona definition
    - Market analysis
    - UX research (15 interviews, 3 personas)
    - UX strategy

    Results 🏆
    - Highlighted the need for B2B electric mountain bike rental
    - Action plan for B2C to B2B transition

    Tools used 🛠️
    - Notion
    - Dovetail
    - Google suite
    - ChatGPT
    User Experience Design UX Strategy UX researcher Product management

Reviews

5.0

Out of 1 rating

P

Pierre

Pronoo

Reviewed on 8/31/2021

From the very first meeting, Alexandre asked the right questions to understand our product issues. He then sought to get a macro view based on available data and discussions with the team. Alexandre provided a clear roadmap and prototypes to improve the product. He always seeks to share his knowledge for continuous improvement with good methodologies. In addition, he is smiling and integrated very easily into the team!

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Education

  • Product Manager, Product Track
    Lion
    2020
    Formation orientée Product nourrie par les interactions de la communauté Lion composée de plus de 3 000 alumnis travaillant dans les meilleures startups de l'écosystème.
  • L'antichambre
    Germinal
    2021
    Formations au sujet de la croissance d'entreprise ainsi que de l'acquisition le tout axé sur l'expertise métiers de Germinal.

Certifications

Skill set

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