Before and after: show uncertainty
Explain AI outputs with confidence levels and human review instead of binary certainty.
The same AI flag, redesigned to teach review instead of obedience. Before: one big signal feels like a verdict. After: evidence, confidence, and human review are visible. Changed the analogy from verdict to smoke alarm: a signal that guides attention, not a final decision. Added confidence so users know whether the pattern evidence is strong, medium, or weak. Showed evidence cards so the AI output can be checked instead of obeyed. Made the human decision step explicit, which protects judgment and accountability. Confidence and review language are part of the explanation, not decoration. Uncertainty explanation You made the AI recommendation…
Sign up free — one personalized lesson every day, matched to your role and goals.
Already have an account? Sign in