LLMTest

Meet LLMTest

LLMTest helps teams evaluate models and improve prompts for AI features. During development, users describe a task and generate benchmark inputs to compare candidate models. For an existing application, the service can use real traffic to identify alternatives, track costs by workflow, and route requests to fallback models when a provider fails.

An optional Autopilot mode tests prompt changes and model substitutions on a recurring schedule. Evaluation gates and regression checks determine whether a proposal can be applied automatically or should remain available for review, with rollback controls for changes. MCP integration brings suggestions into compatible development tools, keeping evaluation close to the work of building an AI application.