PLATFORM

VetIOS closes the loop between prediction, outcome, and simulation.

A tenant-scoped clinical intelligence platform for veterinary teams that need auditable inference, measurable calibration, and simple operational feedback loops.

What VetIOS is

VetIOS is a clinical intelligence layer for veterinary diagnostics. It receives structured case data, calls the primary Hugging Face model, records the result, and keeps later outcomes and simulations connected to the original inference event.

The three layers

Inference

Clinical inputs are normalized, sent to the deployed Hugging Face diagnostic model, scored, and stored with CIRE safety signals.

Outcome

Confirmed labels are linked back to inference events, producing calibration deltas that improve future confidence estimates.

Simulation

Synthetic case variants pressure-test the same inference path and report stability across confidence and safety states.

How the loop compounds

Each resolved outcome writes a calibration delta. The next inference for the same tenant can read that per-label adjustment, nudging confidence without retraining weights or adding a new ML subsystem.

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