Virtual doctor panel with chain-of-debate reasoning, Bayesian inference, and real-time cost optimization
Every component works in concert to deliver accurate, cost-effective, and safe diagnostic reasoning.
Five AI specialists — diagnostician, test selector, challenger, steward, and safety checker — deliberate through chain-of-debate.
Continuously updated differential probabilities using Bayesian inference with entropy-based information gain.
CPT-coded test ordering with real-time budget tracking. Every dollar justified.
Hard-veto rules, cognitive bias detection, and consecutive failure escalation protect patient safety.
PubMed-integrated medical evidence retrieval with relevance scoring and guideline matching.
Run on Gemini, Claude, GPT-4, Mistral, or local Ollama. Switch providers per case.
From initial presentation to confident diagnosis in four structured steps.
Enter patient symptoms, history, and clinical findings
Five virtual doctors debate differentials and next steps
Examine reasoning, answer questions, provide test results
Reach consensus when confidence exceeds 85% threshold