Lesson 5.4 · 20/3213 min6 sources
Fix Wrong or Outdated Things AI Says About Your Brand
How to fix wrong or outdated things AI says about your brand: audit several engines, trace the source, fix it where it lives, and re-test on a schedule.

You'll be able to
- ✓Explain why AI engines repeat outdated or wrong brand facts
- ✓Run a brand-facts audit across several AI engines
- ✓Trace errors to their likely source and fix them there
- ✓Set a re-test cadence and use engine feedback tools
The short answer
AI engines repeat wrong brand facts because of training-data lag, stale third-party pages and conflicting sources. Ask several engines the same questions, log each error and trace it to its likely source page. Correct that source: your site, profiles, directories or press pages. Use feedback buttons and re-test monthly. You can't edit the model directly.
Inside this lesson
- Why AI gets your brand wrong
- The audit
- Fixing Wikipedia the right way
- Use the feedback tools
- Re-test cadence
- Hands-on exercise + knowledge check
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