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ai Shipped · Flagship

AI Eligibility Suggestions

On every claim, AI surfaces structured eligibility flags with rule citations and missing-information pointers. Staff decide; AI starts the draft.

Key benefits

  • · Recommends the eligibility decision (approve / deny / more-info-needed) with reasoning
  • · Flags missing information required to decide
  • · Explains applicable eligibility rules for the specific case, with citations
  • · Per-benefit-category guidance (medical yes, lost-wages no, etc.)

What it does

When a staff reviewer opens a claim (VcClaim) or benefit (ExpenseBill, IncomeLoss, TreatmentPlan), VCPMS runs a background LLM analysis that checks the claim against the program’s knowledge base of eligibility rules. The result surfaces as a structured list of flags — critical, warning, or info — with each flag citing the rule it references and pointing to the data point on the claim.

What “AI suggestions” actually means here

Not a free-form chatbot. The assessment is:

  • Structured. Output is parsed as JSON with severity levels (critical / warning / info), cited rules, and data-point references.
  • Cached. Results are cached by claim + aggregate-modified-datetime so repeated page views don’t re-call the LLM.
  • Grounded. Rules come from the tenant’s configured knowledge-base articles — not the model’s general knowledge.
  • Advisory. The decision is always the reviewer’s. The suggestion becomes part of the record; the decision is made by a person.

Staff workflow

Open a claim → review auto-surfaced flags → resolve each one (accept the suggestion, override with reason, or request more info from the claimant via SecMail or Dynamic Form) → make the eligibility decision → the decision is captured, along with the flags that were resolved, on the Award snapshot.

Supplementary free-form Q&A

Reviewers can also ask free-form questions about the specific claim — “what previous claims did this claimant file?” or “summarize the injury pattern” — with answers grounded in the claim record.

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