Product
Three capabilities built on one harness. Each is a structured pipeline — not a single model query.
1. Gap detection
Seven prompts, one per gap category, identify what's missing in a handoff.
The structured pipeline runs four stages:
- State extraction — one LLM call produces a structured
HandoffStatefrom the source text or transcript. - Per-category detection — seven dedicated prompts, one per gap category (code status, pendings, overnight events, med reconciliation, family communication, clinical reasoning, critical context).
- Calibration — every gap gets an importance rating (1–5) and a counterfactual check (“would the receiving clinician’s plan change?”). The two combine into a calibrated confidence score.
- Aggregation — within-category dedupe, sort by calibrated confidence.
Every gap carries an evidence quote from the source (or “no mention found” for omissions), a rationale, a calibrated confidence, and a severity estimate.
Try it (synthetic)
DemoA precomputed gap report for the COPD exacerbation handoff to the right. No real LLM call — sign in to run the live pipeline on your own handoffs.
2. Audio handoffs
Record or upload an audio handoff. The system transcribes (Deepgram + Whisper fallback), then runs the gap pipeline on the transcript.
- Browser MediaRecorder captures Opus/WebM in-page.
- Presigned R2 PUT — audio bytes never round-trip through our app server.
- Deepgram Nova-3-Medical with diarization (outgoing vs receiving speaker). Whisper-1 falls back below confidence threshold.
- Transcript-grounded gap analysis — evidence quotes link to timestamp ranges in the audio.
3. Recipient questions
The receiving clinician sees a prioritized list of questions to ask the outgoing team before they leave.
Two-stage generation: (1) a generation prompt produces 3–10 candidate questions tied to specific gaps; (2) a ranking prompt re-orders by expected information value, capping at 7. Each question carries a priority (1–5) and a link to the source gap.
Try it on your handoffs
Sign in, create an org, paste a handoff, and see the structured pipeline in action with calibrated confidence scores.