General skillTesting and debugging
focusgroup
Test conversational AI with persona-driven scenarios and requirement-based oracles.
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- Updated May 26, 2026
MIT
Test conversational AI with persona-driven scenarios and requirement-based oracles.
Focusgroup dynamically tests conversational systems by combining reusable personas, feature scenarios, and a system under test. It runs real multi-turn conversations, then evaluates them with state checks, safety invariants, performance metrics, persona debriefs, or an LLM judge as a last resort. Reports cluster themes, segment failures by persona axes, and compare regressions. The current scope excludes browser interfaces, batch jobs, and pure classifiers.
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