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AI for Healthcare

23 ready-to-build AI use cases for healthcare teams, each built and tested on sample data. Open any kit to see how it was measured and where it fails.

Measured on sample data, not asserted. Every number lives on the kit’s own board.
23use casesfor Healthcare
6kinds of jobthe bars below
1,357sample documentsin these kits’ data
1,757test casesgraded by code
148failures namedcase by case

What these kits do

Pick a job to narrow the tiles below.

Where they slip, and where to watch

Across 148 named failures

  • Applied the wrong rule · 33%
  • Added or dropped an item · 20%
  • Cited the wrong source · 14%

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All 23 kits

HealthcareUC0034Check a clinician's credentialing file before committee review55 files measuredHealthcareUC0063Catch a provider contract loaded at the wrong rate50 contract extracts measuredHealthcareUC0147Catch urgent referrals a clinic marked routine100 referral intake record measuredHealthcareUC0170Decide which enrollment window a health plan member gets288 enrolment determination packs measuredHealthcareUC0196Check what a prior-authorization packet actually proves40 prior-authorisation packets measuredHealthcareUC0236Sort out a health plan's rejected enrollments60 reply-file packs measuredHealthcareUC0237Sort out why a health insurance claim got stuck60 pended claims measuredHealthcareUC0238Reconcile a health plan's premium withholds against its ledger60 premium withhold packets measuredHealthcareUC0239Sort a health plan's Medicare refusal file60 reconciliation packets measuredHealthcareUC0240Check a health plan's vendor compliance packets60 FDR reconciliation packets measuredHealthcareUC0241Pull the four breach factors from a clinic's incident report60 privacy incident files measuredHealthcareUC0242Decide inpatient or observation for a hospital stay60 admission records measuredHealthcareUC0243Catch a health plan's missed complaint clock60 member contact records measuredHealthcareUC0244Catch a health plan's late notices and weak proof60 episode snapshots measuredHealthcareUC0245Name the real cause behind a health plan complaint74 complaints measuredHealthcareUC0345Check what CMS paid a health plan64 reconciliation packet measuredHealthcareUC0349Turn a scanned remittance into a posting recorddocument30 remittance advices measured · 63 pagesHealthcareUC0383Catch coverage mismatches between a state and your health plan200 roster reconciliation packets measuredHealthcareUC0430Check a health plan's paid claim for an overpayment64 paid claim files measuredHealthcareUC0465Turn a payer eligibility screenshot into a benefit recordimage60 screenshots measured · 60 pagesHealthcareUC0487Check a broker's recorded Medicare enrollment call for required disclosuresaudio64 recorded enrollment calls measured · 64 filesHealthcareUC0518Catch producers a carrier's agency change leaves unattached64 agency hierarchy change packets measuredHealthcareUC0554Draft a health plan member call's case note and promises64 member calls measured

Rebuilt from the kit files at every deploy · last deploy before this build: 18 Oct 2026