Execution Integrity for Healthcare AI Agents
Your AI Agent Said the Right Thing. Then It Wrote the Wrong Dosage.
Lithrim verifies what healthcare AI agents write to clinical systems, not just what they say. Catch safety flags before they reach the EHR.
Lithrim is a healthcare AI observability platform that verifies what AI agents write to clinical systems. It catches wrong dosages, fabricated history, and missed allergies before they reach the patient record.
10 transcripts. 72 hours. Your reliability scorecard.
Release Gate
Release readiness based on evaluation results and reliability contract.
Critical safety/compliance blockers detected. Launch is not permitted.
Launch Confidence Score
73.13
Target: 96 · Floor: 90
Regression Status: stable. 2 regression event(s) detected
Reliability Contract
Block Floors: PHI 99.00% · Identity 98.00% · Scope 99.00% · Escalation 95.00%
27,000 lines of production code · 55 golden test cases · 11 structural validators · 3 agent types verified
The Conversation Was Perfect. The Clinical Note Was Wrong.
Healthcare AI agents can complete conversations perfectly while writing dangerous errors into clinical notes: fabricated medical history, incorrect medication dosages, and missed allergies that no conversation-level evaluation would catch.
When what they write doesn't match what was said, patients are at risk and nobody knows until it's too late.
Artifact Drift
Your AI scribe heard “500mg twice daily.” It wrote “1000mg once daily.” The conversation was perfect. The clinical note was wrong.
Silent Regressions
Every prompt change or model update can quietly break what was working. Completion rates won’t show artifact-level failures.
Sampling Blindness
Manual QA catches 2–5% of notes. Systematic artifact failures like wrong laterality and missed escalations persist in the other 95%.
Every artifact. Every conversation. Verified before it reaches the EHR.
What Lithrim Protects
Clinical Safety
Catch clinical safety errors, from wrong medications and omitted allergies to fabricated history and wrong body side, before they reach the EHR. Every artifact verified against the source conversation.
Regulatory Defensibility
Immutable evidence bundles for every AI agent decision. When regulators ask “show me the proof,” the proof already exists.
Agent Deployment Velocity
Replace fear with measurable confidence. Ship prompt and model changes knowing exactly what’s safe to deploy.
Revenue & Growth Protection
Quantify the cost of artifact failures. Every wrong clinical note Lithrim catches is a malpractice claim avoided.
Product Demo
See What Your AI Agent Actually Writes
3-minute walkthrough: artifact verification, safety flags, and release gates.
Which Agent Are You Shipping?
Select your agent type. See the failure modes Lithrim catches.
Scheduling Agent
Books, reschedules, and cancels appointments
Writes
scheduling_action → Scheduling system
Lithrim catches
Example
“Agent confirmed Thursday. Wrote Tuesday to EHR.”
$85 per no-show
Learn more →Triage Agent
Assesses symptoms, routes to care
Writes
clinical_note + icd_code → EHR
Lithrim catches
Example
“Patient never mentioned allergies. Note says 'Penicillin allergy.'”
$75K per wrong treatment decision
Learn more →Scribe Agent
Documents provider-patient conversations
Writes
clinical_note + icd_code + scheduling_action → EHR
Lithrim catches
Example
“Doctor said 20mg. Note says 40mg.”
$125K per medication error
Learn more →Design Partner Program
Deploy AI agents you can defend
We're giving a small group of healthcare AI teams full platform access, direct founder support, and a seat at the table, so you can ship with proof your agents are safe.
Full Pro-tier access. 500 evaluated calls/month. No credit card.
What you get
What we ask
HIPAA
Compliant data handling. BAA available.
14 days
Exit anytime. No lock-in, no penalties.
Your data
Org-isolated. You own it. Delete anytime.
Public pricing launches soon. Design partners lock in founder-tier rates. Talk to us
Frequently Asked Questions
Common questions about artifact verification
Execution integrity verifies that what a healthcare AI agent writes to clinical systems (EHR notes, prescriptions, referrals) faithfully reflects the actual patient conversation. It goes beyond checking what the agent said to verify what it actually wrote.
Lithrim ingests the conversation transcript and the artifact the AI agent produced (SOAP note, referral letter, etc.), then runs faithfulness, completeness, and safety checks. Each artifact receives a verdict: PASS, WARN, or BLOCK based on alignment with the source conversation.
Lithrim detects critical clinical safety issues including: WRONG_DOSAGE (medication dosage doesn’t match transcript), FABRICATED_HISTORY (medical history not mentioned in conversation), MISSED_ALLERGY (allergy mentioned but omitted from note), WRONG_LATERALITY (left/right body side errors), WRONG_CODE (incorrect billing or diagnostic codes), and MISSED_ESCALATION (urgent findings not flagged for follow-up).
Lithrim is built for companies deploying AI agents in healthcare — clinical scribe companies, telehealth platforms, health plans, and any organization whose AI agents write to electronic health records. It provides the verification layer between the AI agent and the patient record.
AI scribes can introduce several categories of errors into clinical notes: wrong medication dosages, fabricated medical history not mentioned by the patient, omitted allergies, left/right body side errors (wrong laterality), incorrect billing or diagnostic codes, and missed urgent findings that need escalation. A 2024 study found 127 errors across 44 AI-generated clinical notes.
Clinical artifact verification compares the AI-generated document (SOAP note, referral, prescription) against the source patient conversation, checking three dimensions: faithfulness (does every claim have transcript support?), completeness (are all clinically relevant details captured?), and safety (are there dangerous errors?). Each artifact receives a PASS, WARN, or BLOCK verdict.
Traditional AI evaluation measures whether the agent said the right thing — task completion rate, response accuracy, latency. Artifact verification measures whether the agent wrote the right thing — comparing the clinical document it produced against the actual patient conversation. An agent can score 100% on conversation quality while writing a clinical note with fabricated medical history.
Artifact lineage is the end-to-end traceability chain from patient conversation to clinical document to EHR write. It tracks: (1) the raw transcript, (2) HIPAA compliance check results, (3) per-artifact faithfulness, completeness, and safety scores, (4) safety flags like WRONG_DOSAGE or FABRICATED_HISTORY, and (5) the final verdict that gates whether the artifact can be written to the patient record.
Lithrim integrates via API or webhook. Scribe companies send the conversation transcript and the AI-generated clinical note to Lithrim’s /v1/analyze endpoint. Lithrim returns a verdict (PASS/WARN/BLOCK), safety flags, faithfulness score, and evidence spans showing exactly where the note diverges from the conversation. This runs before the note is written to the EHR, acting as a release gate.
A BLOCK verdict means the AI-generated clinical artifact has a faithfulness score below 70% — indicating critical divergence from the source conversation. BLOCK artifacts should not be written to the EHR without human review and correction. Common causes include fabricated medical history, wrong medication dosages, and missed allergies.
See What Your AI Agent Actually Writes
Send 10 transcripts. In 72 hours, Lithrim will return:
- Artifact verification results: every clinical note checked against the source conversation
- Safety flags with evidence, including wrong dosages, fabricated history, and missed allergies
- A Ship / Harden / Block release decision with immutable evidence bundles
Design Partner Program for select clinical scribe companies. Built by engineers with a decade in healthcare platforms.
Schedule a 30-minute briefing
Pick a slot and we'll walk through your agent's artifact verification results live.
Prefer email? Fill out the form and we'll reach out within one business day.