Production-grade testing for enterprise AI governance

See how Opcito built a production-grade testing framework for an enterprise AI governance and security platform

Engagement details

Opcito partnered with an enterprise AI governance platform helping organizations securely adopt and scale LLM applications across hybrid and multi-cloud environments. As the platform moved toward enterprise readiness, the customer needed a testing framework capable of handling non-deterministic AI behavior, real-time PII redaction, MCP protocol compliance, and high-throughput performance simultaneously. Opcito delivered an end-to-end framework covering semantic validation, zero-tolerance PII testing, CI/CD integration, and continuous production monitoring across multiple LLM providers.

Technologies