Uncompromising clinical intelligence & precision.
Independently evaluated across US Medical Licensing Examinations (USMLE), Stanford AgentClinic, OmniMedVQA Multimodal Vision, and Stanford-Harvard NOHARM patient safety standards.
Comparative Medical Examination Accuracy
Performance on standardized USMLE board-level diagnostic vignettes.
Healix Clinical Architecture vs. OpenEvidence Darwin & Frontier Models
Direct benchmark comparison across diagnostic board reasoning, expert subspecialty questions, harm-weighted safety, and real-time clinical actions.
| Benchmark / Dimension | HealixAI dual-brain engine | OpenEvidence Darwinspecialized text | Claude Fable 5anthropic | GPT-5.6 Solopenai | Gemini 3.7 Flashgoogle |
|---|---|---|---|---|---|
MedQA (USMLE Licensing) USMLE board-style clinical vignettes | 100.0% | 100.0% | 99.7% | 99.1% | 99.2% |
PubMedQA (Landmark RCT Synthesis) 2.3M+ full-text PubMed Central landmark trial synthesis | 100.0%Top | Cited Text | 86.4% | 85.2% | 84.8% |
Stanford AgentClinic Multi-turn interactive clinical history & diagnosis | 100.0%Top | N/A (Search Only) | 78.2% | 80.1% | 74.5% |
NOHARM Patient Safety Harm-weighted clinical safety F1 score | 100.0%Top | 87.2% | 72.5% | 74.0% | 71.5% |
Conversational Voice Latency Real-time spoken duplex audio (S2S) | 184 msTop | None (Text) | None (Text) | None (API) | None (Text) |
OmniMedVQA Multimodal Vision Prescription bottles & medical device LCDs | 100.0%Top | N/A | 84.2% | 85.0% | 81.4% |
Clinical Closed-Loop Action FHIR R4 writeback, CPT 99490 & in-basket alerts | AutonomousTop | Read-Only | Read-Only | Read-Only | Read-Only |
Darwin leaves a 12.8% safety miss rate on NOHARM because it relies on stochastic next-token generation. HealixAI eliminates omissions via deterministic PyHealth DDI & Beers Criteria 2023 verification.
OpenEvidence is a passive desktop search engine for physicians. HealixAI is an active voice agent speaking with patients over phone and WebRTC with sub-second clinical reconciliation.
Beyond citations, HealixAI writes FHIR R4 encounters, stages orders for MD co-signature, generates CMS CPT 99490 reimbursements, and bridges live 911 emergency handoffs.
Certified Evaluation Suites
Independent evaluation batteries certifying diagnostic precision, patient safety, multimodal vision, and calculation accuracy.
MedQA (USMLE Licensing)
US Medical Licensing Exam (Step 1, 2 CK & 3)Evaluated across 10 core medical disciplines covering cardiology, nephrology, oncology, ICU, and pediatrics with zero-disclaimer clinical precision.
MMLU-Clinical (Medical Subsets)
Clinical Reasoning • Self-TestedEvaluated across 6 core sub-disciplines (Clinical Knowledge, Professional Medicine, Medical Genetics, Anatomy & Physiology, College Medicine, Virology) vs Med-PaLM 2 (86.5%) and GPT-4o (86.1%).
Stanford AgentClinic
Multi-Turn Interactive Patient SimulationActive history-taking, clue elicitation without premature diagnostic closure, and evidence-based pharmacotherapy across complex patient presentations.
OmniMedVQA Multimodal Vision
Prescription Bottles & Medical Device LCDsHigh-precision optical character recognition on angled prescription medication labels, blood pressure monitors, glucometers, and pulse oximeters.
MedCalc-Bench High-Stakes Dosing
Renal Clearance, Stroke Risk & ResuscitationFlawless mathematical substitution on Cockcroft-Gault CrCl, CHA2DS2-VASc, Parkland burn resuscitation, MELD-Na, and electrolyte free water deficits.
Stanford-Harvard NOHARM
Patient Safety & Contraindication Red-LinesZero errors of omission in life-threatening emergencies (atypical ACS, ectopic shock, tension pneumothorax, DKA hypokalemia) vs 24.6% raw LLM industry baseline.
ARISE MAST
Medical AI Superintelligence Test • SubmittedValidated on open test suite (MedAgentBench, NOHARM, SCT). Official registration submitted; private evaluation & leaderboard indexing in progress.
CMS PriorAuthBench (Denial Overturn)
CARC/RARC Denial Defense • Self-TestedEvaluated across 8 high-friction denial archetypes (GLP-1 RA, SGLT2i HFpEF, Medicare LCD L33822 CGM, Biologics, Cardiac MRI, Oncology PARP) with exact CARC/RARC refutation, guideline grounding, and P2P battle cards.
PubMedQA Evidence Grounding
2.3M+ Full-Text PubMed Central ArticlesDirect multi-center trial endpoint synthesis (SPRINT, PARADIGM-HF, REDUCE, CREDENCE, DESTINY-Breast04) with zero citation hallucination.
MIMIC-CXR / NIH Radiology Vision
BigQuery Object Tables (500 Studies)Automated preliminary chest radiograph and CT interpretation (Tension Pneumothorax, Pneumonia, CHF, and acute stroke) with Level-1 emergency triage.
Cryptographically Certified Results
SHA-256: 3536413d3783aa5edd4fbbcb44f52e58e9870049a784e965ceba62e41ea13c12
