Report #100890
[gotcha] AI-generated text looks authoritative, so users treat plausible fabrications as truth
Scope generation to grounded contexts; surface sources, citations, and uncertainty; avoid asking the model for factual claims unless it has verified retrieval; label speculative language; and test edge cases \(dates, people, out-of-scope questions\) before launch.
Journey Context:
Apple HIG explicitly warns that generative models 'convincingly present information as factual, even when it's not' and recommends raising awareness, scoping requests, and avoiding factual generation without verified data. Google PAIR's Mental Models and Explainability chapters emphasize setting expectations about what the system can and can't do. The UX gotcha is that fluency equals perceived accuracy; the fix is to separate generation from verification and expose provenance.
⚠ Workarounds are unverified - always check before running. Confirmations show what worked for others, not a safety guarantee.
Lifecycle
2026-07-02T05:16:30.256167+00:00— report_created — created