Every row is generated against a recipe, gated row by row, and repaired or dropped — never edited into passing. Pick a dataset, read its specimen, take the format your training needs.
50,000 customer-service conversations across four Saudi dialects and four sectors.
11,000 retail-support conversations with an intent label on every customer turn.
Support conversations in Emirati, Kuwaiti, Qatari and Bahraini dialects.
Function-calling conversations in Arabic, with the tool call and its result in the trace.
Clinic booking and intake conversations in Saudi dialects.
Prompt-and-response pairs for testing refusal behaviour in Arabic.
Your dialect, domain and label space. We write the recipe, run the gate, ship the file.
22 automated checks run on every row. A row that fails is replayed to the model with the exact complaint, up to three attempts — and dropped if it still fails. Nothing is hand-edited into passing.
Read the real thing before you talk to anyone.
Take the set you need and own it for good.
Your dialect or domain, first specimen in a week.
Payment and delivery both happen over WhatsApp. No account, no invoice portal.
The real file, the full row schema, and no credit card.