Independent Clinical Workflow Certification Engine

Bridging the Gap Between AI Speed and Clinical Safety.

Ambient clinical AI scribes save documentation time, but unmonitored models introduce hallucinated physical exams, omitted contraindications, and claim denials. CertiFlow Health stress-tests LLMs against rigorous synthetic benchmarks certified by board-certified MDs, PharmDs, and PTs.

Multi-Lens Clinical Evaluation Panels
  • Physicians (MD/DO)
  • Clinical Pharmacists (PharmD)
  • Physical Therapists (PT/DPT)
PHI Retention
0%
PHI Retention
Defect Severity Standard
S0–S4
Defect Severity Standard
Certified Note Hallucination Max
< 1.5%
Hallucination Max
CERTIFLOW-TELEMETRY
ACTIVE
99.82%Safe Execution
  • Synthetic DDI Stress Engine0 Contraindicated Flags
  • Functional Defensibility98.4 / 100
  • Acoustic Hallucination Ratio0.02%
Interactive Testbed

Live Clinical Note Certification Sandbox

Pick a simulated ambient consultation note or paste your own unverified AI draft. Run the engine to see how our audit pods flag medication, billing, and fidelity risks.

Select Preset Scenario
Awaiting note submission
Certification Framework

Four Critical Dimensions of Note Safety

A model only earns certification when it clears every dimension. Defects are graded on our deterministic S0–S4 clinical severity scale.

01

Fidelity

Every sentence in the note is traced back to the encounter audio. We flag fabricated exams, invented history, and dropped patient statements.

< 0.05% unsupported claims
02

Medical Accuracy

Board-certified physicians verify that assessments, differentials, and plans are clinically coherent and consistent with the findings documented.

MD/DO adjudicated
03

Medication Safety

Clinical pharmacists stress-test allergy conflicts, drug–drug interactions, renal dosing, and missing frequencies across thousands of synthetic regimens.

Zero S4 tolerance
04

Functional Compliance

Physical therapists and coding specialists confirm medical necessity, measurable goals, and timed-code minutes so notes hold up to payer review.

Audit-defensible billing
S0No defect
S1Cosmetic
S2Compliance
S3Clinical risk
S4Patient harm
Risk & ROI

Quantify Your Uncertified AI Exposure

Estimate the defects, denials, and safety events an unmonitored ambient scribe introduces across your organization each year.

120
18
7%

Assumes 240 clinic days, a 1.5% certified defect ceiling, and $118 average rework or denial cost per defective note.

Estimated annual recovered revenue
$3,364,416
Annual AI-drafted notes
518,400
Defective notes avoided
28,512
S3–S4 safety events prevented
2,281
Human-in-the-Loop

Multidisciplinary Clinician Pods

Automated rule engines catch patterns. Licensed clinicians adjudicate every edge case and sign off on each certification.

Physician Pod

MD / DO
  • Diagnostic reasoning & differentials
  • Exam fidelity vs. encounter modality
  • Assessment-to-plan coherence
42 board-certified reviewers

Pharmacist Pod

PharmD / BCPS
  • Allergy & cross-sensitivity conflicts
  • Drug–drug interaction stress tests
  • Renal / hepatic dose adjustment
27 clinical pharmacists

Rehab Pod

PT / DPT
  • Measurable functional goals
  • Timed CPT code minute support
  • Medical necessity language
19 doctors of physical therapy
FAQ

Frequently Asked Questions

How CertiFlow evaluates ambient clinical AI without exposing patient data.

Do you ever touch real patient data?

No. Certification runs entirely on synthetic encounters generated and validated by our clinician pods. Your model receives synthetic audio or transcripts, and we only evaluate its output. Nothing containing PHI is ingested or retained.

What does the S0–S4 severity scale mean?

S0 means no defect. S1 is cosmetic, S2 creates compliance or billing exposure, S3 is a clinical risk that could change care, and S4 is a defect likely to cause patient harm. Any S3 or S4 finding blocks certification.

Which specialties do you cover?

Primary care, urgent care, internal medicine, emergency medicine, outpatient rehab, and behavioral health are available today. Surgical and pediatric benchmarks are in validation.

How long does a certification audit take?

Scope depends on the number of specialties and encounter types. Every engagement ends with a full defect report, remediation guidance, and a re-test before a certificate is issued.

Is certification a one-time event?

Models drift. Certified vendors are re-tested on every major model release and sampled continuously through our telemetry pods so the certificate stays meaningful.

Ship ambient AI your clinicians can trust.

Book an enterprise certification audit. We'll scope your specialties, run your model through our synthetic benchmark, and deliver a clinician-signed defect report.