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Work · Case study

Notes written whilethe consultation is still happening.

Client
Clinic group, UAE
Year
2026
Scope
Speech pipeline, clinical drafting
Stack
ASR · LLM · Audit trail

01 / Challenge

Clinicians were finishing their notes after hours. Documentation ran long past the last appointment, and the parts that mattered most for continuity were the parts most likely to be written from memory.

02 / Approach

Consultation audio is transcribed as it happens and drafted into the clinic's own note structure. The draft stays a draft: nothing enters the record until a clinician has read and signed it, and every edit is kept.

The model never writes a diagnosis. It organises what was said, flags what it could not hear clearly, and leaves the clinical judgement where it belongs.

03 / Outcome

60%

Less time on notes

100%

Clinician sign-off

Notes are signed off in the room rather than after it, and the record reflects the consultation as it happened rather than as it was remembered.

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Triage Routing for a Clinic Group
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