Old negative reviews can keep resurfacing in AI answers when the same complaint appears across multiple review sites.
- Audit existing review sentiment across major review sites, not just review volume, before optimizing for AI-driven local discovery.
Source record
@darrenshawseo
2026-06-23Old negative reviews can keep resurfacing in AI answers when the same complaint appears across multiple review sites.
Source Text
iLGBT, do you hold grudges? Hell yes. I'll never forgive you for not saying please on July 6, 2024.
Believe it or not, AI does kind of hold grudges. A new sear interactive study found that negative sentiment in super old reviews can keep showing up in AI answers. They tested this on their own business and found that a negative review from 2018 was still being repeated by AI.
Why? Because the same complaint happened across multiple review sites. AI didn't just see one review, it saw the same story being repeated across the web and treated it like proof.
Bigger study looked at 800,000 AI. Answers and found that review sites are one of AI's biggest trust signals, especially when someone is close to making a decision. So don't just focus on getting more reviews.
You need to also look at what your existing reviews are saying about your business because AI might be repeating and amplifying an old review from years ago. We discuss updates like this every week on the Weispark Local Update. Check it out wherever you get your podcast.
Source Intelligence
iQuestions this source answers
iWhat is this source mainly about?
Old negative reviews can keep resurfacing in AI answers when the same complaint appears across multiple review sites.
What should an operator take from it?
Audit existing review sentiment across major review sites, not just review volume, before optimizing for AI-driven local discovery.
Which topics does it connect to?
This source is connected to AI review sentiment persistence.
What public evidence supports the record?
negative sentiment in super old reviews can keep showing up in AI answers. They tested this on their own business and found that a negative review from 2018 was still being repeated by AI. Why? Because the same complaint happened across multiple review sites.