Lesson 6.4 · 24/3215 min7 sources

Reviews and Reputation Signals for AI Recommendations

How reviews and reputation shape AI recommendations: which review platforms engines cite by vertical, why recency matters, and the FTC fake review rule.

You'll be able to

  • ✓Identify which review platforms engines cite in your vertical
  • ✓Build a steady, recent flow of genuine reviews
  • ✓Respond to reviews in a way that helps buyers and engines
  • ✓Stay inside the FTC's 2024 rule on fake reviews

The short answer

AI engines lean on review platforms when recommending brands, and the platforms differ by vertical: G2, Capterra and GetApp for software; Clutch for agencies; Tripadvisor, Yelp and Google reviews for local and travel. Earn a steady flow of recent, genuine reviews, respond to them, and never fake them. The FTC's 2024 rule makes fake reviews a civil-penalty risk.

Inside this lesson

  • Which review platforms get cited
  • Velocity and recency
  • Respond to reviews
  • How engines summarize sentiment
  • Never fake reviews
  • Hands-on exercise + knowledge check

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