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Bayanat Align

Arabic data for better assistant responses.

Teach your assistant to follow instructions, ask useful questions, and respond naturally in Arabic. Choose existing alignment data or have examples written for your product.

اقرأ بالعربية

Arabic alignment sets are also available to license with our smartphone speech dataset. Ask us about the available versions and counts.

Is Bayanat Align the right fit?

A good fit if

  • You are tuning an Arabic assistant and need instruction, preference or response-repair records.
  • You want judgments that keep correctness, naturalness, grounding, dialect and safety separate.
  • You need examples built around your own policies, terminology and register.

Choose something else if

  • You only need a score for a model you already trained. See Bench for held-out evaluation.
  • You need plain text for pretraining. See Knowledge.

What you can check before you license

We separate what is confirmed on this page, what we send on request, and what is agreed for each project.

ItemStatusDetails
Licensable alignment setsConfirmedExisting Arabic alignment sets can be licensed alongside our Arabic smartphone speech dataset. Versions and counts on request.
Record typesConfirmedInstruction examples, preference comparisons and response repairs are separate modules.
Ties and reviewer disagreementConfirmedKept visible in preference records instead of forced into one winner.
Sample records, rubric and reviewer decisionsOn requestReview them before choosing the final delivery.
Dialect and register mixOn requestPer module, with the specifications.
Policy-based custom examplesPer projectWritten from documents you are authorized to share, in your register.
Held-out evaluation setPer projectA separate set to compare model versions without testing on training examples.

What we can build together

Instruction examples

Requests, context, and reviewed answers that include follow-up questions, changing instructions, and the right register.

Preference comparisons

Separate judgments for correctness, naturalness, grounding, dialect, safety, and concision. Keep ties and reviewer disagreement visible.

Response repairs

Flawed answers paired with specific problems and corrected responses. Evidence-based tasks include a way to check the answer.

Dialect and register

Interactions across MSA, regional Arabic, and mixed Arabic-English terminology, with meaning preserved when the requested register changes.

How the license covers each use

Training rights do not automatically include display, retrieval or redistribution. Each use is set in the agreement.

Model training

Permitted use is set in the agreement for the modules you license.

Your source material

Custom examples use documents you are authorized to share. Contributors work under NDA with least-privilege access.

Evaluation separation

Evaluation items stay separate from training deliveries.

How we put the data together

Start with your assistant

Tell us which requests it handles and where it struggles. We help select existing data and identify missing examples.

Review a sample

Check the records, writing guidelines, and reviewer decisions before choosing the final delivery.

Check improvement

Add a separate evaluation set to compare model versions without testing on the training examples.

For example: When the customer changes their mind

A customer corrects an address, then gives two conflicting delivery times. The assistant needs to keep the corrected address and clarify the time.

Scope your request

Send us these details and we’ll send the available specifications, and a sample where one is available, so your team can check the fit before licensing.

  1. What your assistant does and where it struggles
  2. Record type: instruction, preference or repair
  3. Dialect and register
  4. Volume needed
  5. Timeline
Request alignment samples and module specs

Common questions

How is preference data different from instruction data?

Instruction examples show a good response to a request. Preference records compare candidate responses and explain which is better on specific dimensions, such as correctness or natural Arabic. You can license or request these as separate modules.

Can the examples use our policies and terminology?

Yes. Custom work can use documents you are authorized to share, your preferred register, and the situations your assistant handles. We review sample records and the annotation guidelines with you before production.