---
title: >-
  The Permanente Medical Group: Ambient AI draft-note generation during patient
  encounters
slug: kaiser-ambient-clinical-documentation
stable_id: 85da7f124d59d172
company: The Permanente Medical Group
function_code: healthcare_screening
pattern_codes:
  - creator_to_judge
evidence_strength: verified
publication_tier: showcase
freshness: current
reviewed_at: '2026-08-23'
updated_at: '2026-08-22'
source_quality_summary: 1 peer reviewed, 1 primary; publication outcomes are verified.
caveat_summary: >-
  Adoption does not by itself prove clinical benefit. Observational association;
  higher-volume users benefited most.
collections:
  - human-still-decides
  - regulated-autonomy
bundle_version: 1.0.0
bundle_fingerprint: sha256:c23c6cc2b88153d008ea8fda928f632ce0011fc2d4c5036672a16e5d895bab93
canonical_url: https://brianletort.ai/transformations/kaiser-ambient-clinical-documentation
---

# The Permanente Medical Group: Ambient AI draft-note generation during patient encounters

Ambient tools can draft clinical notes, while physicians remain the editors and signers.

Function: Healthcare screening. Patterns: Creator to judge. Evidence: verified.

Freshness: current. Reviewed: 2026-08-23. Updated: 2026-08-22.


Source quality: 1 peer reviewed, 1 primary; publication outcomes are verified.

## Before

1. **Physician** — Conducts the visit while taking notes or reconstructs the encounter afterward. (control: Physician authors and signs the note.)
2. **Physician** — Completes documentation, including after hours. (control: Clinical review and signature.)

## After

1. **Ambient AI scribe** — Transcribes the encounter without retaining audio and generates a draft clinical note. (control: Patient-facing materials, training, monitoring, and rapid-cycle updates.)
2. **Physician** — Reviews, edits, and signs the draft before it enters the record. (control: Physician retains clinical and documentation responsibility.)

## Decision rights

Only the physician may accept, correct, and sign the note.

## Exception path

The physician discards an inaccurate draft and documents manually; implementation teams monitor quality and safety.

## Outcomes

- **Adoption and encounter coverage** (verified): No ambient scribe in routine use. → 3,442 physicians used the tool in 303,266 encounters; 968 used it in at least 100 encounters.. Adoption does not by itself prove clinical benefit.
- **Documentation time in first year** (verified): Physician documentation without ambient AI. → Subsequent analysis reported nearly 16,000 documentation hours saved.. Observational association; higher-volume users benefited most.

## Executive lesson

Ambient AI scales when the generated artifact is explicitly a draft and accountable professionals retain edit and signature rights.

## Anti-pattern

Allowing generated notes into the clinical record without physician verification.

## Questions for leaders

- What note defects trigger escalation?
- How is consent handled?
- Are savings measured without shifting burden elsewhere?

## Sources

- [Ambient Artificial Intelligence Scribes to Alleviate the Burden of Clinical Documentation](https://catalyst.nejm.org/doi/full/10.1056/CAT.23.0404) — NEJM Catalyst
- [AI-assisted notetaking gains steady support from Kaiser Permanente physicians](https://divisionofresearch.kaiserpermanente.org/ai-assisted-notetaking-gains-steady-support-from-kaiser-permanente-physicians/) — Kaiser Permanente Division of Research