Bearish AI
Bearish AI makes the training AI agents need to do real business in the Middle East and North Africa. In Arabic, and in the English, French and German the region trades in. They learn the way people learn a craft. Watch the work. Practice it. Get graded.
The missing part
Public data is the last page of the story. The paid invoice, not the three emails that fixed it. The shipped code, not the argument that shaped it. How a Riyadh distributor issues an invoice the tax authority accepts. How a Dubai team gets a purchase approved in two languages. How a German supplier gets paid by a buyer in Doha. None of that gets published, and almost none of it exists in Arabic. That is where the skill lives.
We kept ours. We make the rest.
What we offer
I.
Our founding archive. Real engineering episodes from a commercial product, each one following a single feature from first idea to production, through the spec, the discussion, the design, the code, the review and the outcome.
First release in preparation · 1,500 lessons
II.
Engineering challenges rebuilt from genuine development problems, with reproducible tests and reference solutions. The project’s own build and tests decide if the agent passed.
In validation · 600 task candidates
III.
Bearish OS as a training ground for business agents. CRM, email, calendar, calls, tasks and workflows from a real enterprise platform, sandboxed and scored on what the agent actually got done.
Available now
IV.
Original business scenarios made by working professionals across the Gulf, Egypt and North Africa: finance, accounting, procurement, logistics, sales, customer service and administration. Written natively in Arabic, formal and dialect, and in the English, French and German the region does business in, on local documents, rules and ways of working.
Taking pilot projects now
Also in our archive · available for licensing
A second real product, recorded at every layer. A connected personal-safety device built from the ground up: the circuit board, the firmware, the iOS and Android app and the cloud backend, with the specs and the team’s discussions linked to the code. A rare full-stack record for coding agents that work across hardware and software.
Why Bearish AI
Most sandboxes copy a famous app, fill it with made-up data and stop there. Ours is Bearish OS, the real platform we built and ran for 500+ teams, re-tooled for agents. And it comes with everything behind it: every spec, argument, bug and fix that shaped each screen and each rule.
So an agent doesn’t just learn where to click. It learns why the software works the way it does. Why a deal stage exists. What broke the last time someone changed it. How the team decided.
That is the skill real companies need. They don’t run on one famous app. They run on a well-known CRM plus a stack of internal tools built for the way they work, and no model has seen any of them. You can’t clone that kind of training. You have to have built and run the product.
No customer data. Agents learn the software, never the people who used it.
Marketplaces sell time. We deliver graded scenarios, environments and data cards, ready to train on, in batches on the schedule you set.
A Saudi tax invoice. A Gulf customer chat that switches between Arabic and English mid-sentence. A German supplier’s credit note for a buyer in Doha. Each one is written by people who do that work, with the real documents and rules.
Every scenario ends in a state we can check. The books balance, the order ships, the customer gets the right refund. Pass or fail, no opinions.
Where it comes from
Bearish OS is the enterprise platform we built over six years and three generations, and sold to customers around the world. It serves 500+ teams and thousands of users across the United States, Asia, the Middle East and North Africa, and Europe.
Now we’ve re-tooled it for agents. The live system becomes the Workshop. Six years of building and running it for customers become the Journal and the Exams: the decisions, the integrations, the bug fixes and the improvements. Not classroom exercises. Not public repositories. The record of a real software business.
6
years in production
3
generations
500+
teams served
4
regions
One lesson, up close · synthetic example
Partial refunds · Tallow
The decision, the drift from it, and the warning that was waved off. All linked.
The workshop
Real companies don’t run on one famous app. They run on a big-name CRM plus a stack of internal tools: unfamiliar, half-documented, never on the public web. Agents trained only on famous apps freeze when they meet one. Bearish OS is exactly that kind of software, and it is now open as a safe place to run a business day again and again. Answer the customer, move the meeting, update the deal, chase the invoice. Until they get it right.
And it is the only one that comes with its own build history. The workshop, and the journal of how it was made.
How we work
The Journal and the Exams come from real commercial work. Guild scenarios are original, made by professionals in the region. Every task is checked against a real outcome.
Names become role pseudonyms and secrets are removed. Rights, confidentiality and licensing are reviewed for every release, never assumed.
Pass or fail is decided by the real build, the real tests, the real outcome.
Every file has a documented origin, from our six-year archive to each new Guild scenario.
For data owners
Years of code, chat and tickets are worth something to AI labs. As it is, your archive is worth one number. Prepared, linked and graded, it is worth more. See both in six questions.
AI labs, agent builders and post-training teams working on the Middle East and North Africa: ask for the technical sample pack. Drafted lessons, a task you can run yourself, the data specification and its provenance.