ai-framing-skills

Use when the user has an AI system that is already running (production, pilot, or serious testing) and wants to know why it underperforms, whether it's actually working, or whether to keep going, change course, or kill it. Triggers include "why isn't this working", "metrics are flat", "users aren't adopting it", "should we keep investing in this", or any post-launch review. For projects not yet built, use frame-use-case instead.

Use when the user wants to frame a new AI use case, decide whether to build an AI system, scope an AI project, or pressure-test a project idea before building. Triggers include "should we build this", "help me frame this AI project", "we want to use AI for X", or any new AI system ask that hasn't been built yet. For systems already running, use diagnose-use-case instead.