RESEARCH PREVIEW — NOT FOR CLINICAL USE. EchoReview AI is an investigational workflow tool. Output is a preliminary, non-diagnostic impression intended to support cardiologist review for research and quality-improvement purposes only. Not FDA-cleared. Do not use for patient care decisions. Do not upload identified PHI without an executed BAA.
Research preview · Cardiologist-in-the-loop

Echo workflow assist,
augmented by AI.

An investigational platform for cardiology research teams. Upload an echo, get a structured preliminary impression in seconds, and route to a cardiologist for review and sign-off — all in one auditable workflow.

Powering research to collapse the 48–96 hour rural read bottleneck into a same-shift turnaround.

Not a medical device. Not FDA-cleared. Not for clinical decision-making.

Includes bicuspid AV, mitral valve prolapse, LV apical thrombus, post-MI wall-motion abnormality, and more.

A 90-second walkthrough of the workflow.

The video below walks through the full end-to-end flow from upload to signed report, with timestamps for each step.

Explainer · EchoReview AI research build~90 sec
  1. Step 1

    Sonographer uploads the study

    Drag-and-drop a DICOM or still frame from parasternal / apical / subcostal views. The client-side de-identifier strips PHI (patient name, MRN, dates, institution) before anything leaves the browser.

  2. Step 2

    AI generates a structured preliminary impression

    A multimodal model returns findings by chamber and valve, each with a severity grade (normal / mild / moderate / severe) and a confidence score. Output is typically ready in under 90 seconds.

  3. Step 3

    Severe findings auto-escalate

    The queue re-sorts so severe or high-confidence-abnormal studies jump to the top of the cardiologist's list. Reviewer assignment and status are visible on the dashboard.

  4. Step 4

    Cardiologist reviews in a split-screen reader

    Dark-mode media viewer on the left, editable AI findings on the right. The cardiologist can accept, edit, or override any finding — every change is captured for the pilot tracker.

  5. Step 5

    Sign & finalize with an audit trail

    Password-confirmed sign-off locks the report. Turnaround timestamps, AI vs. final concordance, and reviewer identity are written to the audit log and exportable as CSV for the pilot study tracker.

1. Upload echo

Drag in a still frame or DICOM from a parasternal, apical, or subcostal view. De-identified or research-consented data only.

Roadmap: direct PACS/DICOM routing so uploads happen automatically from your echo cart — no browser drag-and-drop for sonographers.

2. AI impression

Multimodal model returns a structured preliminary impression with severity, confidence, and specific findings — for cardiologist review, not as a diagnosis.

3. Cardiologist sign-off

A qualified cardiologist reviews the image alongside the AI impression and signs the final clinical interpretation.

Turnaround time: what actually changes

EchoReview AI does not replace the cardiologist read. It removes the administrative friction that happens before the read.

Typical rural workflow today

  • × Sonographer prints/faxes report; images often not attached
  • × Hospital pages on-call cardiologist; call-back may take hours
  • × Cardiologist receives fragmented data and schedules formal read
  • Result: 48–96 hour turnaround is common

EchoReview AI workflow

  • Upload DICOM or image in under 2 minutes
  • AI structured impression in under 90 seconds
  • Severe findings auto-escalate; cardiologist signs same shift
  • Target: same-shift read when queue is managed
< 90 sec
Upload-to-AI
median target
Automatic
Urgent flagging
severe findings jump queue
Same shift
Signed report
when cardiologist queue is managed
Medical & regulatory disclaimer. EchoReview AI is an investigational, research-use-only workflow tool. It is not a medical device, is not FDA-cleared or CE-marked, and must not be used for diagnosis, treatment, or any clinical decision-making. AI output is a preliminary, non-diagnostic impression. All clinical interpretations are the responsibility of the licensed reviewing cardiologist. Do not upload identifiable PHI without an executed Business Associate Agreement.