Use cases

Prompt comparisons for workflows that break in production.

Start from a concrete workflow, run the same prompt across models, score the failures, and share the report behind the decision.

LLM Model Migration Testing

Compare a candidate model with your current production baseline on the same prompts, test cases, and scoring rules before switching.

Compare chatbot responses across models with the same user messages, expected answers, and text-based checks.

Compare generated answers when you provide the retrieved context and expected facts inside each test case.

Compare generated SQL text before execution, then check expected query fragments and forbidden operations.

Compare code assistant outputs across models and review code text, explanations, and policy-sensitive patterns.

Compare support prompt outputs across models and catch weak text patterns before customers see them.

Compare generated content across models and check format, approved claims, length, and blocked language.