Private AI for artificial intelligence & machine learning.

Make model evaluation repeatable

Promising results are hard to trust when datasets, prompts and model versions drift.

KOVA can be configured to work with these inputs: approved datasets, evaluation suites, model configurations and experiment metrics.

What the AI looks for

Compare candidates, identify regressions and analyse failure slices instead of a single aggregate score.

What happens next

Run scheduled evaluations and publish versioned scorecards for the engineering team.

What SOS AI connects and configures

Compute scheduling, experiment tracking and controlled access to evaluation data.

KOVA runs the selected models locally. SOS AI combines the required model software, data connections and approved application tools around the job. Cameras, sensors, telephony and specialist applications are integrated where the workflow calls for them; they are not assumed to be present in every installation.

How to judge the result

Use held-out data and test leakage; deployment decisions need task-specific evidence.