the-44-percent-rule

Automatically activates when users discuss AI adoption strategy, ask where to use AI in their business, want to find new AI use cases, or mention the 'mapping problem'. Provides the 10-function framework and examples of how other firms have reorganized around AI to help users discover unmapped opportunities.

This skill should be used when the user types '/map', asks to 'run an AI mapping audit', 'scan my workspace for AI gaps', 'find where AI should be in my business', or wants a full workspace AI audit. Runs a comprehensive AI Mapping Audit based on Kim, Kim & Koning (2026) research.

This skill should be used when the user types '/map-score', asks to 'score my AI opportunities', 'rank the gaps', 'prioritize the mapping results', or wants to score and rank AI mapping opportunities. Run this after using the map skill.

This skill should be used when the user types '/map-venture', asks to 'audit a single project', 'map AI usage for this venture', or wants a focused AI mapping audit on one specific project or business. Provide the venture name or directory path as context.