Most AI conversations begin with what AI can do. The Underlying Intent begins with a different question: what are AI’s limitations, and what happens when people and systems build around misunderstood capabilities? Intent Gap Lens: Intent: Use AI to create meaningful impact. System optimizes for: adoption, speed, demos, and activity. Outcome: organizations may confuse usage with value. Correction: understand limitations before scaling expectations.