Our Work

Our delivered AI projects

Concrete work with detailed architectures, technical stack and measured results.

Tender responsesIn production (2026)

AOFR — Automatic generation of tender-response PowerPoints

An agent that turns a scoped Excel file into a send-ready tender-response PowerPoint: client logo, aggregated pricing and a Gantt chart aligned to the schedule, delivered via CLI, web and a Microsoft Teams bot. 100% deterministic local mode (zero AI cost). Result: ~0.4s per PPTX, 145 automated tests.

Appels d'offrespython-pptxMicrosoft TeamsClaude AIAzure Container Apps
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Retail & Fashion (Centric PLM)In production (2026)

RAG Centric PLM — AI documentation assistant in Microsoft Teams

A conversational AI assistant that makes the Centric PLM documentation (~1,400 files, ~54,800 chunks across 5 collections) queryable in natural language from Microsoft Teams. RAG router/retrieval/generation pipeline (Claude Haiku + Sonnet, Qdrant) with sourced answers. In production on Azure francecentral. Result: search in seconds instead of hours.

RAGQdrantClaude AIMicrosoft TeamsCentric PLM
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Economic intelligencePrototype · 24h hackathon (June 2026)

Éclaireur — Autonomous AI competitive-intelligence agent

An autonomous AI competitive-intelligence agent (Vibe Coding Arena 2026 hackathon): from nothing but a company name, it identifies competitors, runs an agentic loop bounded by rails and a static safety net, scores threats and delivers a report of alerts sourced from official data (Sirene, France Travail, Wayback).

Agent IAVeille concurrentielleClaude Haiku 4.5FastAPITavily
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Retail & E-commercePrototype · 24h hackathon (June 2026)

Déclic — AI photo studio → e-commerce product listing

An AI e-commerce studio (Vibe Coding Arena 2026 hackathon) that turns a photo into a publishable product listing — title, SEO description, attributes, keywords, styled visual — rolls out the catalog in batches, exports it across channels (Shopify, Instagram) and translates it via DeepL. Result: ~20 min → ~10s per listing.

E-commerceVision IAClaude AIfal.aiDeepL
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FinTech & LegalTechPrototype · 24h hackathon (June 2026)

Sentinelle — AI contract decoder & negotiation copilot

An AI contract decoder (Vibe Coding Arena 2026 hackathon) that defends the signer: from a PDF or text, it splits the contract into clauses, detects and triages red flags, returns a risk verdict and answers questions by quoting the text verbatim. Claude Opus 4.8 analysis, anti-hallucination, €/year simulation and a negotiation copilot. Result: from contract to verdict in < 2 min.

LegalTechAnalyse de contratClaude Opus 4.8FastAPILégifrance
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SaaS & Product FeedbackClient demo (2026)

Boîte à Idées — Community feedback & voting platform

An idea-box app for a freelance-support SaaS platform: users submit improvements, vote, comment and follow their lifecycle (New → Under review → In progress → Delivered). Votable ideas or discussions, admin mode, animated stats. 100% front-end (React/Vite), persistence via shared/personal storage, deployed on Railway.

ReactViteProduct FeedbackVote communautairelucide-react
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Public-sector services3 months (Q4 2025)

RAG4AO — Augmented search for tenders

A multi-theme RAG platform that intelligently compares the CCTP specification documents of public tenders across 12 business dimensions. Result: −98% time spent searching for precedents.

RAGFAISSNLPAppels d'offresMarchés publics
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Construction & Civil Engineering4 months (Q4 2025 – Q1 2026)

DPGFast — Intelligent DPGF comparator

An automated comparison tool for Global and Lump-Sum Price Breakdowns (DPGF) in public construction contracts. Multi-level matching algorithm and a Claude AI agent. Result: −95% analysis time.

DPGFExcelPythonFastAPIClaude AI
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Marketing & Personal Branding1 month (Q4 2025)

LinkedIn Post Generator — Chrome extension for AI-powered post creation

A Chrome extension that automates LinkedIn post creation: news search via NewsAPI, content generation with Claude Sonnet 4 / GPT-4o, Unicode Mathematical Bold formatting, DALL-E 3 / Unsplash images. Result: 30–60 min → 3–5 min per post (−90%).

Chrome ExtensionClaude Sonnet 4GPT-4oDALL-E 3LinkedIn
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Insurance & Provident cover2 months (Q4 2025)

OptimAssur — AI analysis of provident-insurance contracts

An automated analysis platform for provident-insurance contracts with Claude AI and a 3-tier OCR pipeline (Mistral OCR, pdfplumber, Tesseract). Specialized back and psychiatric scoring from 1 to 10. Result: <30s per contract versus 30-60 minutes of manual reading.

AssurancePrévoyanceOCRClaude AIMistral OCR
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Document Processing2 months (Q4 2025)

VisionOCR — Converting scanned PDFs to Word with AI OCR

A Python CLI tool that converts scanned PDFs into editable Word documents via the Google Cloud Vision API. A 4-step pipeline with formatting analysis (DBSCAN), intelligent SHA-256 caching and support for 60+ languages. Result: 99%+ OCR accuracy, 2-3s per page.

OCRPythonGoogle Cloud VisionCLIPDF
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Productivity & automationOngoing (since Q1 2026)

OpenClaw Emma — Autonomous AI executive assistant

An autonomous AI executive assistant built on OpenClaw: LinkedIn publishing (3 posts/week), daily AI monitoring, 21 SEO articles/week across 3 blogs, email triage and calendar management. Result: −97% of executive time spent on communication.

OpenClawClaude Opus 4Multi-agentsLinkedInSEO
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