Healthcare & Pharma

Patients speak colloquial Arabic. Systems speak clinical English.

Symptom checkers, pharmacy bots, telemedicine — error tolerance near zero when patients describe conditions in dialect.

Symptom checkers, pharmacy bots, telemedicine — error tolerance near zero when patients describe conditions in dialect.

Inspection

Health AI Safety Audit

Colloquial patient language and unsafe-answer risks.

Build

Prescription & Claims Pipeline

Clinical documents into structured data with human validation on critical fields.

Data

Patient Language Pack

How patients describe conditions and medications in Egyptian and Gulf Arabic.

Unsafe answers in Arabic often pass English-only safety review.

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Next step

Let's build what matters

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