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Back to the 22 October 2026 edition

Research · 03 of 05

A conversational AI took histories before real primary care visits

If AI-generated pre-visit summaries reach your clinic, check their key facts with the patient before acting on them.

Design
Prospective single-centre, single-arm feasibility study
Population
98 adults before an urgent primary care appointment
Primary outcome
Safety stops, conversation quality, patient and physician experience
Effect
0 safety stops; 1 hallucination; physicians found it helpful in 33 of 44 cases

In a single-centre US feasibility study, 98 adults booked for an urgent single-complaint primary care visit talked with a patient-facing conversational AI in the days beforehand. Every conversation was watched by a physician supervisor able to stop it, and the transcript and summary went to the treating physician.

No conversation needed a safety stop under the predefined criteria. Supervisors noted one hallucination and added clinical information in five conversations. Clinical evaluators rated conversations favourably on 87–100% of criteria. Of 44 physicians who reviewed the transcript, 33 found it helpful for preparing and 25 said it might have changed what they did.

This was a supervised, single-arm study funded by the system's developer. It shows the tool can be run safely under close watch; it says nothing about diagnostic accuracy or outcomes without supervision.

  • Treat AI pre-visit histories as a draft to check, not as a record to rely on.
  • Ask patients directly about anything safety-critical the summary covers.
  • Supervision was continuous here; unsupervised use was not tested.
  • One hallucination in 98 conversations is a reminder to verify every fact taken from an AI summary.

Why it matters

Patient-facing AI is moving from simulated cases into real appointments, and the safety net in this study was a human watching every word.

Don't overread it

Feasibility under constant physician supervision does not show the tool is safe or accurate on its own.

The statistics, in plain English

With 98 conversations, zero safety stops is reassuring but cannot exclude a rare serious error; an event happening once in a few hundred conversations could easily be missed.

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