mudawwana.

Licensed Arabic and Gulf data, with provenance your compliance team can use.

One agreement can cover many small sources. Every dataset ships with a provenance record and machine-readable terms.

Three ways to buy

Train

Versioned snapshots

Term licenses for pre-training or fine-tuning, priced flat or per hour, image or article.

Ground

Agent endpoint

An MCP server and REST API returning passages with citations and license metadata. Pay per call or from prepaid credits.

Evaluate

Curated test sets

Ground-truth-labelled sets for validating Arabic and dialect quality.

Request a sample

Tell us the data you need; we'll come back with a datasheet and a price.