We built a tool to help AI developers replace "vibes-based" testing with structured evaluations. Coherence generates realistic test cases to rigorously test prompts before they hit production, allowing you to iterate quickly and catch edge cases early. Our approach uses model ensembles and mixture of agents to deliver high-quality synthetic data without waiting for production traces or SME input.