Observed arrival · 2026-10-16
Status Quo Bot audits AI advice by asking twice
Credibility concern recorded. The source reference remains available for verification and correction.
An open-source, in-page tool that compares an assistant’s answers to the same trade-off framed as a new plan and an existing one.
- For
- Researchers and practitioners evaluating AI advice framing
- Worth noticing
- Unclear answers are excluded rather than forced into yes-or-no categories, and the page says they are counted separately.
Field notes
Users can define a trade-off, including who decides, what the plan gains or costs, and a trade-off size, then generate the paired questions. The reader can score answers as labelled or reverse the interpretation, and the audit view breaks results down by scenario and matched-pair outcome. The built-in assistant is described as a seeded rule rather than a language model.
Observed signals
Read the marks
Editorial observations of this landing page, not a rating.
One card from the complete issue