Why AI Output Evaluation Is the Real Skill

What you'll learn

1. 1Explain why evaluation — not prompting — is the primary AI skill gap in 2026
2. 2Identify the four types of AI errors: hallucinations, logical flaws, subtle inaccuracies, and outdated information
3. 3Apply the trust calibration framework to determine appropriate trust levels for different AI outputs
4. 4Recognize the business impact of the judgment gap on AI ROI