Primary Care Use Case

Turn patient stories into structured drafts clinicians can trust (and edit)

Documentation and decision support designed for longitudinal care: chart prep, inbox work, results explanations, and clinician-reviewed drafts.

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Pilot intro

We’ll share a pilot plan, integration posture, and the fastest path to measurable time-saved.

Email for pilot intro

Artifact previewLive

Primary care artifact bundle

AI drafts the prep brief, SOAP, and AVS so clinicians start with a structured draft.

Step 01

Prep

Chart deltas

Step 02

Draft

SOAP + AVS

Step 03

Review

Clinician edits

Step 04

Measure

Acceptance

Visit prep brief

draft

Deltas + risk cues

SOAP draft

review

Structured note

AVS draft

ready

Patient summary

70%+ draft acceptance

2-4x chart prep speed

Workflow snapshot

Prep & context

Summarize deltas, chronic problems, and missing data before the visit.

Inbox + results

Draft responses with escalation language and clinician edits.

Documentation

Generate SOAP + AVS drafts for review.

Quality tracking

Track acceptance, edits, and care gap completion.

Visit prep brief

Problems, meds, labs, and patient questions.

draft

Results explanation

Plain-language patient message with follow-up cues.

review

Clinician note draft

SOAP + assessment suggestions with edits tracked.

ready

Workflow + proof points

Chart prep summarizing deltas, labs, and questions for the visit.

Inbox + results drafts with escalation routing and clinician edits.

Voice/text intake → structured packet for documentation.

SOAP + AVS drafts with clinician signoff.

Billing integrity cues for E/M documentation support.

Impact

30–45%

Inbox relief

Drafted responses and results explanations ready for review.

Impact

2–4x

Chart prep speed

Pre-visit deltas, labs, and medication changes in one place.

Impact

70%+

Draft acceptance

Clinician-reviewed drafts with clear edits and audit trails.

Module stack

Chart prep

Visit-ready summaries, trend deltas, open questions, and risk flags.

Inbox + results

First-pass response drafts with escalation rules and safety language.

Clinical documentation

SOAP drafts, AVS, and handoff packets structured for review.

Care gaps + quality

Preventive reminders and missing data surfaced for clinician action.

Artifacts + rollout

Visit prep brief

Problems, meds, labs, and patient questions in < 60 seconds.

Results explanation

Plain-language results drafts with follow-up guidance.

Clinician note draft

SOAP + assessment suggestions with edit tracking.

Week 1: Mapping

Workflow interviews + template alignment for your EHR patterns.

Week 2: Pilot

Limited cohort, daily QA review, acceptance metrics.

Week 3: Scale

Expand to providers, add inbox + results coverage.

Week 4: Optimize

Refine prompts, add metrics dashboard, finalize rollout.

Scope & posture

No diagnosis or medication dosing changes. Drafts only.
Escalate emergency symptoms to urgent/emergency care instructions.
Demo mode: avoid identifying information.

Try it

Voice Intake Demo

WebRTC interview → structured packet

Clinician Cockpit

Review drafts + generate outputs

Radiology Workbench

Study image intake → structured findings

ER Admin Cockpit

Credentialing + coverage worklists

Psychiatry Demo

Consult + screening workflow

Personality & Screening

Entry point into screening

Request pilot intro →

Pack snapshot

Workflow spine

Primary care workflows tuned for longitudinal context and high inbox volume.

1
Prep & context
Summarize deltas, chronic problems, and missing data before the visit.
2
Inbox + results
Draft responses with escalation language and clinician edits.
3
Documentation
Generate SOAP + AVS drafts for review.
4
Quality tracking
Track acceptance, edits, and care gap completion.

Chart prep speedInbox reliefClinician review gate

Artifacts

Visit prep brief

draft

Problems, meds, labs, and patient questions.

Results explanation

review

Plain-language patient message with follow-up cues.

Clinician note draft

ready

SOAP + assessment suggestions with edits tracked.

Workflow

1) Chart prep: Summarize deltas since last visit + questions to ask (drafted for clinician review).
2) Inbox + results: Draft responses and results explanations with escalation routing.
3) Visit intake: Voice or text intake → structured packet (review required).
4) Documentation: Generate a SOAP draft and AVS drafts with clinician signoff.
5) Billing integrity: Surface documentation gaps for E/M support (assistive only).

What the clinician gets

Structured handoffs

JSON-first

Validated fields enable downstream drafts and consistent review.

Clinician gate

review-required

Nothing is final until a clinician edits and accepts.

Patient-friendly AVS

draft

Plain-language summaries with safety-forward phrasing.

Auditability

telemetry

Trace input → extraction → edits; measure acceptance and latency.

Impact

30–45%

Inbox relief

Drafted responses and results explanations ready for review.

Impact

2–4x

Chart prep speed

Pre-visit deltas, labs, and medication changes in one place.

Impact

70%+

Draft acceptance

Clinician-reviewed drafts with clear edits and audit trails.

Module stack

Chart prep

Visit-ready summaries, trend deltas, open questions, and risk flags.

Inbox + results

First-pass response drafts with escalation rules and safety language.

Clinical documentation

SOAP drafts, AVS, and handoff packets structured for review.

Care gaps + quality

Preventive reminders and missing data surfaced for clinician action.

Artifacts your team sees

Visit prep brief

Problems, meds, labs, and patient questions in < 60 seconds.

Results explanation

Plain-language results drafts with follow-up guidance.

Clinician note draft

SOAP + assessment suggestions with edit tracking.

Implementation plan

1
Week 1: Mapping
Workflow interviews + template alignment for your EHR patterns.
2
Week 2: Pilot
Limited cohort, daily QA review, acceptance metrics.
3
Week 3: Scale
Expand to providers, add inbox + results coverage.
4
Week 4: Optimize
Refine prompts, add metrics dashboard, finalize rollout.

Scope & posture