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Guillaume CGC

Guillaume C

AI Consultant | Project Manager & Product Owner GenAI

€650/day
Paris 15e Arrondissement, FR
8-15 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Guillaume

I lead high-stakes AI projects with significant business impact — from strategic scoping to field adoption. My role: ensure every technological investment translates into measurable value.

With a dual background in Finance/Risk and AI/Data, I intervene where projects are complex, stakeholders are numerous, and the demand for results is non-negotiable.

References: Renault Group (Augmented Renault program — RAG & Cognitive Search), Groupe BPCE (Finance & Risk IT transformation), Caisse des Dépôts (digitalization, scoring models).

👉 AI Scoping & Strategy
Identifying high-ROI use cases, choosing architectures (RAG, AI Agents, cognitive search). I structure before deploying.

👉 Project Manager & Product Owner
End-to-end management: backlog, testing, change management. Agile SAFe® environments, organizations from 500 to 4,000+ employees. Comfortable as a Program Manager or operational PO.

👉 AI Performance & Governance
LLM Evaluation, Vector Databases, adoption KPIs, AI Act & GDPR compliance.

👉 Finance & Risk
Internal rating, counterparty risk, Basel 3 & 4. I speak the language of finance departments.

🎯 What sets me apart
I don't deliver tools, I secure transformation trajectories. My assignments are long-term because I handle both strategic scoping and field adoption, with a demand for results at every stage.

💻 Stack & Environment
🤖 Sinequa RAG LLM Prompt Engineering Embeddings AI Agents LLM Evaluation Semantic Search
☁️ GCP Looker Power BI SQL Oracle SharePoint
📋 JIRA Confluence Notion Agile Scrum SAFe® Backlog Refinement User Stories Microsoft 365 / Copilot
⚖️ AI Act GDPR Change Management KPI & OKR
🏦 Financial Analysis Credit Risk Basel 3 & 4 Internal Rating
  • French

    Native or bilingual

  • English

    Fluent

Can work on-site
Paris 15e Arrondissement (up to 50km), Lyon (up to 50km), Bordeaux (up to 50km), Toulouse (up to 50km)

Experience

  • Renault Group
    GenAI Consultant | RAG | Transversal Product Owner
    AUTOMOBILE
    November 2025 - Today (9 months)
    PRODUCT SCOPING & STRATEGY (PO)
    • Prioritization of AI use cases (semantic search, RAG agents, multimodal uses).
    • Roadmap management for unifying searches across heterogeneous sources (SharePoint, DMS, DBs, SAP).

    RAG & LLM IMPLEMENTATION
    • Facilitating business workshops to qualify needs and align business value / feasibility.
    • Translating needs into functional requirements and managing the product backlog.

    AI COORDINATION & OPTIMIZATION
    • Single point of contact between development and Data Science teams to ensure delivery.
    • Managing model fine-tuning to optimize the relevance and performance of results.
  • BPCE SA
    Senior Consultant, Project Manager - Transversal Finance & Risk MOA
    BANKING AND INSURANCE
    January 2023 - November 2023 (10 months)
    Paris, France

    Project Manager - Transversal Finance & Risk MOA for Groupe BPCE

    📍Groupe BPCE Finance and Strategy Department

    👉 Gathering, analyzing, and structuring user needs
    👉 Defining and writing general and detailed functional specifications
    👉 Managing project execution and coordinating stakeholders (business, production & IT teams).
    👉 Testing strategy and task force facilitation (monitoring and execution)
    👉 Business support, data exploration via SQL querying tools
    👉 Writing user and business guides, designing product training or information materials.
    👉 Coordinating the data quality improvement initiative (QDD)

    🛠️ Functional Environment: Credit, Regulatory
    📊 Project Environment: AGILE SAFE
    🖥️ Technical Environment: ORACLE, SQL, Basel 3 & 4, financial products
    Basel 3 Regulatory Compliance Oracle Database Agile Project Management SQL
  • Caisse des dépôts
    Business Analyst for Transversal Finance & IT Projects
    PUBLIC SECTOR
    January 2022 - January 2023 (1 year and 1 month)
    Paris, France

    Managing digitalization & process automation – financial statement entry


    👉 Benchmark Phase: analyzing offers and assisting with choices
    👉 Scoping, requirements gathering, writing functional specifications.
    👉 Facilitating a working group (IT, Finance departments, compliance, MOA, MOE).
    👉 Preparing materials and participating in technical commitment committees (CET) and decision-making steering committees.
    👉 Coordinating SINEQUA configuration in conjunction with the IT department.
    👉 Defining the testing strategy and managing its execution in coordination with application MOA/MOE.
    👉 Writing procedures / operating manuals and defining Backtesting procedures.
    👉 Training and change management support

    🛠️ Functional Environment: Asset management, counterparty risk, credit risk, Investment, Public sector
    📊 Project Environment: AGILE SCRUM
    🖥️ Technical Environment: SAP BI4, financial analysis, accounting

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Education

  • MSc in Finance & Master in Management, Asset and Management, Structured Finance, Risk Management., Finance, general
    ICN Business School
    2015
    Msc in Finance & Master in Management, Asset and Management, Structured Finance, Risk Management., Finance, général
  • Bachelor of Economics
    Université Panthéon Assas (Paris II)
    2013
    Bachelor's degree, Bachelor of Economics/Laws

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