AnalysisHealthAugust 19, 2026

Talk argues X12 is the key harness for healthcare AI agents

Vasant Kearney of Onlay makes the case that X12, the healthcare EDI standard, should be the data harness for AI agents — a verifiable 'bytecode' surface. He notes payer portals, phone calls, and X12 feeds can all say a patient is covered while the claim still gets denied, so none is ground truth.

Featured · Vasant Kearney

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