# Exara > Exara is an independent AI studio in Dubai, founded in 2025. It ships its own products and builds decision systems for clients. Principle: AI that doesn't guess — real data in, explainable decisions out, every recommendation capped to real-world constraints. ## Products - [mapd](https://www.themapd.com/): live index of Dubai coffee — ranks cafés by what people actually order, not vibes - Career Atlas (working title): teammate prototype that turns a student's familiar career shortlist into a wider, explained discovery map; the public interaction and trace are illustrative because engine artifacts have not yet been supplied - Automotive diagnostic engine, currently unnamed — deterministic rule engine, LLM narration, explainable pre-purchase car inspections: https://exara.ae/ - Feasible — constraint intelligence engine: formal rules, optimized plans, and independently verifiable signed certificates ## Customer solutions - [Customer solutions](https://exara.ae/work): decision systems for operations. Case study: the Refill Tool for clothing distributor Anationz — a ~3-week manual replenishment cycle now runs in seconds, with every recommendation capped to actual warehouse stock. ## Pages - [About](https://exara.ae/about): who we are, principles, contact - [Lab notes](https://exara.ae/notes): evidence-backed build notes - [The 59 KB car that lost its parts](https://exara.ae/notes/the-59kb-car-that-lost-its-parts) - [Why Feasible needs two certificates](https://exara.ae/notes/why-feasible-needs-two-certificates) - [The homepage is a state machine, not a scroll feed](https://exara.ae/notes/the-homepage-is-a-state-machine) - [Privacy](https://exara.ae/privacy) - Contact: admin@exara.ae