The agents above are a playful version of real systems. A few of the real ones:
10,000+
physician reports consolidated into a queryable database in a 100% air-gapped environment, de-identified by local models with a second model checking the work
90 / 90
synthetic test cases passed by the offline forms app that fills state workers' compensation forms and the CMS-1500 from finished reports, zero regressions across releases
~45 → ~10 min
per denial appeal letter, with explanation of benefits (EOB) reconciliation, optical character recognition (OCR) and regulation-cited rationale for each denied code
6 agents
in a live multi-agent "Chief of Staff" system: an orchestrator assigns and verifies work across market research, content, compliance, regulatory watch and vendor spend