LuminOps
AI operating systems, automation, and data infrastructure for teams ready to scale.
Independent consulting practice based in Paris. I design and build the production systems that turn manual work into leverage.
Image courtesy of Ethan Mollick — One Useful Thing
What I build
AI operating systems
Claude, GPT, and dedicated models embedded directly into the operational stack. Custom agent flows, RAG layers, and reasoning pipelines that turn LLMs into production infrastructure rather than chat assistants.
Machine learning workflows
Scoring, qualification, classification, and enrichment with model cascades. Tuned to the domain, audited per record, with reasoning trails the team can inspect.
Automation infrastructure
Event-driven workflows in n8n and Make. Reliable plumbing between the CRM, the data sources, and the AI layer. Built to survive credential rotations and schema drift.
Data and CRM architecture
Schemas, pipelines, and CRMs structured around the way the team actually works. Airtable, Postgres, Hubspot, or custom. Chosen for the job, not the brand.
Internal tools and interfaces
Operator consoles, dashboards, and customer-facing apps shipped fast. Softr, Retool, and Next.js front-ends for the people who use the systems day to day.
PE and investment analysis
Reusable 12-section investment memos, sourcing pipelines, and DD workplans. Built on the same AI OS foundation, so deal teams get analyst-quality output without the analyst overhead.
Stack
What I actually use, day to day. Code where it earns its keep.
Working with
Funds, scale-ups, and founder-led businesses across Europe.
Investment and capital
Industrial and mobility
Consumer and media
Software and platforms
Education and services
About
I got my start co-founding or joining early-stage startups as partner, associate, or first hire, across EdTech, CivicTech, PropTech, New Space, and Sustainability. Eager to get closer to the product, I dove into web development with The Hacking Project, which opened the door to the technical side of building.
That led to venture capital at Bpifrance, where I built internal data tools and leveled up with Le Wagon's Data Science bootcamp. I then joined iad, a French PropTech unicorn, and led market expansion across five countries (UK, Germany, Spain, Portugal, Italy) over two years.
Today, LuminOps offers CTO/COO-as-a-service to startups, funds, and family offices: AI operating systems, automation, and data infrastructure designed to move teams faster and smarter. Also co-founder and CPTO of Margot, an AI operating system for real estate CAPEX workflows. Guest lecturer at ESSEC on venture capital and at Le Wagon on automation and AI. Based in Paris, working in French and English.
Have a system in mind?
Send a short note about your situation. I read everything personally and reply within two business days.