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AI Response Evaluation

Does your model sound right to someone from Oran?

Structured human judgement of model output across naturalness, accuracy, relevance, cultural appropriateness, dialect comprehension, safety and hallucination — with calibrated evaluators and documented rubrics.

What we cover

Coverage and categories

Scope any combination below, or bring your own taxonomy — the platform is configured per project.

Naturalness

Does it read like a human from this region wrote it?

Accuracy

Is the factual content correct for the local context?

Relevance

Does it answer what was actually asked?

Cultural appropriateness

Register, religion, gender, formality and local norms.

Dialect comprehension

Did the model understand the Darija input at all?

Safety

Harmful, unsafe or legally problematic output.

Hallucination detection

Invented institutions, procedures, prices or place names.

Preference ranking

Ordered preference across multiple candidate responses.

Deliverables

What you receive

  • Per-item scores with evaluator rationale
  • Rubric definitions and calibration set
  • Agreement statistics and outlier analysis
  • Failure taxonomy with representative examples

Outcomes

Evidence of where your model fails in Maghrebi contextsA reusable evaluation harness for every model releaseRegional benchmark you can report internally

Typical specification

Rubric
Yours, or co-designed with our linguists
Scale
Binary, Likert or ordinal ranking
Redundancy
1–5 evaluators per item
Evaluator tier
General, linguist or domain expert
Scope this project