Custom Model Fine-tuning for Healthcare & Hospitals

Fine-tuning earns its cost at volume: when a smaller tuned model matches a frontier model on your narrow task at a fraction of the price per call.

In healthcare & hospitals, clinical safety and patient privacy mean nothing ships without human oversight and a complete audit trail. That single fact reshapes how custom model fine-tuning has to be built here, the guardrails, the approval points and the evidence trail are design inputs rather than things bolted on before go-live.

The workload we are most often asked to take on first is patient triage and follow-up calls, usually integrated against HIS / HMIS. Every engagement opens with a measurement: the cycle time, the cost per transaction, or the error rate we are being asked to move.

Deployed across regulated and unregulated sectors, with audit trails where the regulator expects them. We hand over with runbooks, tests and a team that knows how it works, not a dependency.