from pathlib import Path RevScribe — RevStream

RevScribe

Live AI Scribing — Voice to EMR/EHR‑ready notes

Real‑Time Scribing from Conversation to Clinical Note

RevScribe listens to patient‑physician conversations, performs high‑accuracy speech recognition with medical vocabularies, and generates structured clinical documentation (e.g., SOAP, HPI, Assessment & Plan) compatible with your EMR/EHR.

Speaker diarization identifies who said what, medical entity extraction captures problems, meds, allergies and procedures, and the note is formatted to your templates—saving physicians significant after‑hours charting time.

Built to work alongside our RCM products, RevScribe improves downstream coding accuracy and first‑pass claim rates by capturing complete and compliant clinical detail at the source.

Voice to Text

Domain‑tuned speech recognition

Structured Notes

SOAP, HPI, A/P — EMR/EHR‑ready

Time Savings

Up to 2 hours saved daily

High Accuracy

>95% transcription; human‑in‑the‑loop

RevScribe Capabilities

Engineered to produce accurate, structured clinical notes—securely and at scale.

Real‑Time ASR

Streaming speech recognition with medical vocab and punctuation.

Speaker Diarization

Assigns utterances to clinician vs. patient for clarity.

LLM Note Structuring

Auto‑formats SOAP/HPI/A&P, with problem/med/allergy extraction.

FHIR/HL7 Integration

Drop‑in connectors for EMR/EHR systems.

Security & Privacy

HIPAA‑aligned handling, role‑based access, and audit trails.

Assistive Prompts

Real‑time suggestions, templates, and macros for physicians.

Multi‑Accent Support

Robust to accents, noise, and conversational speech.

Quality Metrics

WER < 5% target; note acceptance > 90% with review.

Architecture & Model Stack

Streaming ASR + diarization + Bio‑LLM note generation with continuous improvement.

Audio & NLP

  • ASR: streaming speech‑to‑text with domain lexicons and on‑device VAD.
  • Diarization: speaker turns and role attribution (clinician/patient).
  • Note Composer: Bio‑LLM templates for SOAP/HPI/A&P with medical entity extraction.
  • Validation: completeness checks (problems, meds, allergies, orders).

Ops & Integration

  • APIs: FHIR/HL7, SMART on FHIR apps, EMR templates.
  • Latency: sub‑second streaming; note finalization in minutes.
  • Feedback: clinician edits train adapters (LoRA/QLoRA) for specialties.
  • Metrics: Word Error Rate, acceptance %, turnaround time.

Outcomes You Can Measure

Reduce documentation burden while improving note completeness and quality.

For Physicians

  • Hands-free scribing; focus on patient care.
  • Consistent templates; fewer after-hours notes.
  • Multi-specialty tuning for terminology.

For Operations

  • Higher note quality; fewer addenda.
  • Fewer documentation-related denials.
  • Audit-ready logs and PHI safeguards.

Ready to See RevScribe?

Watch a live demo or try a sample encounter.