Insights

Field notes from the intersection of documentation, compliance, and AI.

Most compliance content is written to sell you something. This isn’t. These are the patterns I see repeatedly across practices, multi-specialty groups, and health systems: documentation gaps, audit triggers, and the quiet places where revenue leaks. Read them, use them, take them to your own team. If you want a second set of expert eyes afterward, you know how to find me.

  • Confidence is not Competence
    A coder who is uncertain leaves a query. A machine that is uncertain writes a complete sentence

  • What happens in the ninety seconds after the findings hit the table is the whole engagement.

  • We don’t just focus on error rates but why they happened… Root analysis and change from the foundational level.. We’re asking the “Why” questions.

Kevilyn writes weekly on AI Validation in Healthcare and Documentation Integrity.
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