Three degrees, three languages. A bachelor's in management, an MSc in finance at Montpellier Business School, then a Master's in information systems at Université Grenoble Alpes. I speak English, French and Arabic.
Evaluating AI every day since 2023. Self-employed since 2022, I help train and evaluate AI models, working with different types of data. My job is to spot where an AI gets things wrong.
That experience shapes every automation. I know what you can hand over to an AI, what needs guardrails, and what it's better not to ask of it. In my automations, AI never fills a gap on its own: anything missing is flagged, not invented.
Today: automating your admin. With Fairdraft Studio, I automate invoice reminders, meeting notes and the texts you rewrite every week, on your own tools and at a fixed price, from Montpellier and remotely anywhere in France.
Commitments
What I commit to
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Article 1
Your accounts stay yours.
You connect your own tools. I never ask for your passwords.
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Article 2
The price quoted is the price you pay.
The quote sets the total price. If a subscription is needed (an automation tool, AI), its cost is written on the quote and you pay the provider directly, with no mark-up from me.
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Article 3
Nothing made up.
No fake reviews, no promised numbers. Any results published here will come from real clients, with their permission.
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Article 4
Everything is tested before delivery.
AI helps me design and write; each automation is then tested on your own examples.
Contact
Tell me what's taking up your time
A few lines are enough. I'll reply in writing within one working day and tell you honestly whether it can be automated.