How the TripleCheck Engine Works
Board-certified faculty create every piece of content with AI assistance. It then goes through multi-model AI cross-validation and faculty peer review for quality before a fellow ever sees it.
Faculty Creates
Content drafted with AI assist
Model 1: GPT-4
Verifying accuracy
Model 2: Claude
Cross-validating
Model 3: Gemini
Final verification
Faculty Review
Board-certified approval
Verified ✓
Gold-sealed content
The Verification Pipeline
Five layers of validation ensure every question, article, and clinical pearl meets the highest standards of medical accuracy.
Faculty-Led Content Creation
Board-certified PCCM faculty create clinical vignettes and educational content with AI assistance. Each question is grounded in current guidelines and landmark trials, authored by physicians who practice what they teach.
3-Model Cross-Validation
Three independent AI models analyze every piece of content in parallel. Each model independently verifies factual accuracy, clinical reasoning, and guideline alignment — then we compute consensus.
"A 58-year-old patient with ARDS on mechanical ventilation. ABG shows PaO₂/FiO₂ ratio of 85 mmHg. Per the PROSEVA trial, which intervention has shown mortality benefit in severe ARDS?"
Analyzing...
Waiting...
Waiting...
7-Layer Automated Quality Checks
Every question passes through seven automated quality gates — from answer validation and clinical safety screening to source verification against PubMed and temporal accuracy checks.
Answer Validation
Clinical Safety Screening
ABIM Taxonomy Alignment
PubMed Source Verification
Temporal Accuracy
Duplicate Detection
Readability & Clarity
Board-Certified Faculty Review
No content reaches fellows without human oversight. Board-certified PCCM faculty review every piece of content — checking clinical accuracy, educational value, and alignment with current practice standards.
Dr. Sarah Chen, MD, FCCP
Pulmonary & Critical Care
Dr. Michael Torres, MD
Critical Care Medicine
Gold-Sealed Verified Content
Only after passing all five layers does content receive the gold verification seal and become available to fellows. Every step is logged, creating a complete audit trail for quality assurance.
Trust Built Into Every Layer
Board-certified faculty create every piece of content with AI assistance. Then it goes through multi-model cross-validation AND faculty peer review — because trust requires both human expertise and rigorous verification.