u/friendlyecomreviewer

The more I look into AI visibility/GEO, the more it feels like reviews and reputation signals are doing a lot of the heavy lifting.

The brands I keep seeing usually have:

• reviews across multiple platforms
• recent review activity + replies
• consistent sentiment/language
• enough off-site trust signals for AI to build a clear picture from

It feels less like 'best SEO wins' and more like 'which brands look most consistently credible across the web?'

I'm curious how people are actually managing this side of GEO in practice.

Are you actively investing more into reviews/reputation now because of GEO?

And are there any tools/platforms that are helping with that side specifically?

Been looking into AI visibility (ChatGPT, Perplexity, etc.) and it feels like it’s less about your site and more about your overall reputation.

The brands I keep seeing show up tend to have:

• reviews across multiple platforms (not just one)
• consistent sentiment (not perfect, just believable)
• recent activity (new reviews + replies)
• similar language showing up in different places

It feels more like AI is building a picture of your brand from everywhere, not just ranking pages.

How are people actually achieving this in practice?

Anything specific you’ve found that helps you get cited more consistently?