The clinical-documents model that never leaves the hospital.
Charaka is the healthcare family: tuned on clinical documentation, revenue-cycle and specimen-and-diagnostics workflows, and deployed inside the hospital's own data centre or private cloud. HIPAA-grade by architecture — PHI is processed where it already lives.
Clinical documents · revenue cycle · specimen & diagnostics workflows
Clinical documentation
Discharge summaries, referrals and progress notes structured for the EHR — with the source passage cited on every extracted field.
Revenue-cycle automation
Coding suggestions, prior-authorisation packets and denial-appeal drafting from the chart, not from a template.
Specimen & diagnostics tracking
Orders, results and specimen chain-of-custody reconciled across lab, pathology and radiology systems.
Patient-services assistants
Scheduling, benefits and instruction Q&A grounded on the health system's own policies.
Hospital data centre or private cloud — customer GPUs, customer identity provider, logs in the customer SIEM.
Live and stable at a large US East-Coast hospital system, across revenue-cycle, diagnostics workflow and specimen tracking.
References are anonymised by default; named references on request under NDA.
What comes with every Charaka deployment
Provenance register
Base model, version and licence recorded for every deployment — the first artefact an auditor or a procurement team asks for.
Golden set per domain
Every family carries a curated evaluation set drawn from the document types its clients run on. Releases are gated on it.
Blind human + AI-judge scoring
Outputs scored by domain reviewers without knowing which model produced them, cross-checked by an AI judge. Raw runs available on request.
Frozen in production
The model that served your customers on Friday is the model serving them on Monday. No silent upgrades, no vendor deprecations, no pricing changes.
Related reading
Run Charaka on your own documents.
Send 20–50 representative documents or transcripts — anonymised is fine — and the acceptance rules your team uses today. We run Charaka 1.5 on infrastructure you control, score it against your criteria, and hand back the results and the harness. Two weeks, fixed scope, no production data.