Companies want to use open-source AI but lack confidence in model security and behavior. A service would run adversarial tests, bias checks, and compliance scans on models before deployment.
Offer automated scans plus human expert reviews for critical deployments. Charge per model analyzed or through enterprise subscriptions.
Start with basic automated scanning for common vulnerabilities, then expand to custom testing frameworks.
The biggest risk is AI models evolving faster than testing methodologies can keep up.