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Paris · Modern data studio
q4o is a Paris data studio. We ship the data, ML, and software your business actually needs, with senior engineers on every decision. Scoped in 48 hours. Delivered in weeks. Yours forever.
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Four promises, one studio
A small studio with a serious engine. The agents handle the volume. Senior engineers own the decisions. You get shipped outcomes on a predictable timeline, and full ownership of every deliverable.
Four practice areas. One codified methodology. Senior engineers in the loop on every line of code that reaches your repo.
Pipelines, dashboards, and data infrastructure that survive Monday morning. Real-time, automated, and clean enough that your team stops arguing about numbers and starts acting on them.
Recommender engines, classifiers, forecasting, agents. We build them when they make sense for your business, with the same senior oversight as the rest of your stack. Every model choice justified. Every run observable.
Internal tools, apps, platforms. Code written by agents, reviewed by seniors, owned by you. We hand over a working product, not a requirements document or a pile of tickets.
You bring a list, or we build one together in a short discovery workshop. Each item gets weighed on difficulty and business impact. The highest-leverage ones ship first. The rest get a clear reason they can wait.
Our agents aren't generic tools bolted on. They run on a proprietary methodology, codified in-house, reapplied every engagement. Plan, build, review, improve. The right model for each step, not whatever is trending this month.
Our agents stop the moment a defect is detected. No patching, no workarounds. Problems are analyzed at the root and fixed before anything moves forward.
Every deliverable passes through five independent quality dimensions (safety, quality, delivery, cost, compliance) before it reaches you.
Each engagement unlocks new playbooks and sharpens the methodology. The patterns get better every mission. Your data never leaves your stack; only the lessons in the process do.
Modern data work ships in weeks, not quarters. The toolchain changed. Our pricing reflects that.
A quick look at what a scoped q4o engagement costs, versus a standard delivery quote. Slide to match your team size and timeline.
Select your project scope:
Standard delivery quote
108 000 EUR
(for 2 people, 3 months)
With q4o
54 000 EUR*
Way less. Scoped.
* Indicative. Final price set after the 48h scoping call.
From a list of problems to a working solution. Four movements, no ceremony.
One call. No jargon. Bring us a list of what's broken or missing, not a single ticket.
You bring a list, or we build one together in a short discovery workshop. We weigh each item by difficulty and business impact. The ones that move the needle fastest go first. The rest get a clear reason they can wait.
A clear proposal within two working days. Fixed price, defined outcome, no surprises.
Weekly demos of working code. No status decks. Everything we build is yours. Extend the scope or walk away.
Senior oversight on every engagement. Human review before anything ships. French-sovereign cloud by default. Code that stays yours, no exceptions.
Every project is supervised by a senior engineer with 10+ years of experience. Agents handle execution; humans make the decisions that matter.
Acceleration is on our side. Accountability stays human. Every model, transformation, and line of code passes deterministic tests and senior review before anything reaches your repository.
Our stack runs on Scaleway, a French cloud provider operating exclusively on French soil. Your code, your data, your intellectual property stay GDPR-native with zero cross-border transfer.
Start with a one-month pilot. Scale when it works, stop when it's done. We deliver working code you own, no proprietary platforms, no dependency traps.
Answers to the most common questions about the q4o model.