The intake bottleneck is universal. Every clinic we visit reports the same shape of pain: 8 to 12 minutes per visit lost to history capture, vitals entry, and consent confirmation. Multiply by 30 visits a day, six clinicians, six days a week — that is more than a working day per clinician per week, gone.
The shape of the pipeline
Our intake automation runs as four discrete stages:
- Triage. An adaptive questionnaire on a clinic tablet narrows the chief complaint and surfaces only the relevant follow-up questions. No two patients answer the same form.
- Vitals capture. Connected blood pressure cuffs, pulse oximeters, and weight scales feed straight into the chart. No manual transcription, no typo cascade.
- Consent. Procedure-specific consent forms are generated on the fly, in the patient’s preferred language, and signed digitally before the doctor walks in.
- Draft assessment. An LLM summarises the captured history into a structured note that the clinician reviews, edits, and signs in seconds.
Why we don’t need EHR rewrites
The pipeline writes back to the EHR via the same HL7 / FHIR endpoints the EHR already exposes. We deliberately resist the temptation to bolt onto the EHR’s UI — that path leads to maintenance hell. Instead, we run the intake on its own surface and hand a finished note to the EHR through its existing import flow.
What the numbers look like in production
- Karachi family clinic: 14 hours saved per clinician per week
- Lahore walk-in clinic: 28% increase in same-day patient throughput
- Islamabad telehealth bridge: 91% of intake forms completed before the first call
The lesson
You don’t fix intake by speeding up data entry. You fix intake by removing data entry from the critical path entirely.