Language and instructions
Check meaning across Arabic varieties, appropriate register, constraints, and corrections across multiple turns.
Bayanat Bench
See where your Arabic model needs work.
Compare model versions using the language, documents, and tasks your users rely on. License Arabic evaluation data or build a private suite around your product.
Arabic evaluation sets are also available to license with our smartphone speech dataset. Ask us about the available versions and counts.
What we can build together
Answers and documents
Test evidence-supported answers, reading, extraction, tables, and cross-document questions. Identify retrieval misses separately from unsupported answers.
Voice and agent actions
Measure turn-taking, corrected details, confirmation, and resolution. Executable tasks can check what actually changed.
Safety and robustness
Test both unsafe responses and unnecessary refusals, using explicit criteria and severity levels suited to your application.
How we put the data together
Decide what to measure
Select an existing set or define tasks, Arabic varieties, sample sizes, and metrics for a custom evaluation.
Keep test data separate
Held-out items stay separate from training deliveries, with access and versioning defined for the project.
Get useful findings
Custom reports can include failure examples, severity, uncertainty, reviewer disagreement, and changes between model versions.
Explore our research
LabelBench and our Arabic agent reliability methods beta describe specific studies; their scores are not blanket ratings for catalog products.
Comparing two voice-agent releases
Both sound fluent. The evaluation shows which one captures a corrected address, asks for required confirmation, and completes the requested change.
Common questions
Can you evaluate our own customer-service tasks?
Yes. A custom suite can use examples and policies you are authorized to share. We define expected behavior, tested language varieties, and scoring criteria with your team before running the evaluation.
Will the evaluation items also be sold to us as training data?
Held-out evaluation items are kept separate from training deliveries. For a custom project, we define access, versions, and the separation of training and test material so the results remain useful.