Eureka
Eureka is an agentic back office for independent clinicians — it takes on the administrative burden that's killing solo and small practices: prior authorizations, payer paperwork, and claims.
Core trick
A navigator agent keeps a structured case file across multi-step payer workflows while a separate verifier approves each step before completion.
Description
Eureka is an agentic back office for independent clinicians — it takes on the administrative burden that's killing solo and small practices: prior authorizations, payer paperwork, and claims.
US healthcare spends over $1 trillion a year on administration, and Stanford's HealthAdminBench just showed the best computer-use AI agents complete these real payer-paperwork workflows only 36.3% of the time. Eureka is a multi-agent system that actually does the work: a navigator that keeps a structured case file across a 20+ step, cross-system workflow (EMR → payer portal → back to the chart), and an independent "no-peek" verifier that must approve every task before it's marked done.
Evaluated in Stanford's own HealthAdminBench environments and scored by its own evaluator, Eureka completes 8/12 prior-authorization tasks end-to-end (66.7%) with 97.3% subtask accuracy — roughly double the computer-use state of the art. On the hardest task, the verifier caught a real dosage-calculation error and forced the fix. Paperwork automation only — no medical advice; all data synthetic.
The linked repo returns 404, so it was deleted or made private.