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Reading a document evaluation

The evaluation screen explained: the checklist, the evidence trail, the risk panel, and the one-click defensibility packet.

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Written by Sergey Yudovskiy

Open any document and you see its evaluation: precisely which checks ran, which passed, and the evidence behind each one. Nothing here is a black box, and every document lands in one of two clear states.


When a document is clear

A cleared document evaluation with all checks met

A cleared evaluation. Every check is met and there is nothing to resolve on this document right now.


When a document is breached

A breached document evaluation with two checks not met

A breached evaluation. The banner explains the state plainly and reminds you the decision is yours.


The parts of an evaluation

  • Document checklist: every check, grouped by section such as Plan of Care or Service Planning, each marked MET or NOT MET, with a breached-since date where it applies.

  • Evidence trail: the exact text the AI read, quoted from the source document, so you can confirm a finding yourself instead of taking it on faith.

  • Risk and ownership panel: patient and EMR ID, entity type, financial and compliance risk, who is responsible, and the decision history with timestamps.

  • Export defensibility packet: a single button that bundles the evaluation and its evidence for a survey, an audit, or a payer appeal.


The AI reports what it read; it does not assert compliance. The final decision remains with the reviewer.


That is the whole point of the evaluation screen: it gives you the evidence and the reasoning, then leaves the judgment to you.

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