AI opportunities

Clarifying-question generation for underspecified requests

Producing a targeted, specific clarifying question when parsed intent is ambiguous, rather than a generic 'please clarify' prompt.

Technique

LLM prompted with the ambiguous parse and the space of plausible resolutions, asked to generate the single most useful clarifying question.

Open source tool

Same LLM API as intent parsing