Review Vetting for AI Citations

What Is Review Vetting?

Review Vetting is the process of optimizing your customer reviews so AI search engines, such as Google’s AI Overviews, Bing Copilot, and Perplexity, can confidently understand, validate, and cite them in AI-generated answers.

AI doesn’t just look at star ratings. It evaluates credibility, consistency, structure, and corroboration before using reviews as evidence.

Why Review Vetting Matters Now

AI search is changing how customers discover local businesses:

• AI answers summarize reputation, not just rankings
• Reviews are increasingly quoted or paraphrased
• Businesses without vetted reviews risk being ignored—or misrepresented

If AI can’t confidently trust your reviews, it won’t use them.

How AI “Vets” Reviews

AI systems evaluate reviews across multiple trust signals:

• Visibility– Can the reviews be crawled and indexed?
• Attribution– Are real people clearly associated with the reviews?
• Entity clarity– Are reviews unambiguously tied to your business?
• Authenticity patterns– Do they look naturally human?
• Cross-source validation– Do other platforms confirm the story?
• Structure– Is the review data machine-readable?
• Usefulness– Do reviews provide meaningful detail?

Only when these signals align does AI feel safe citing reviews in answers.

What Review Vetting Includes

Our Review Vetting process helps your organization:

• Create AI-readable Review Pages
• Implement Review & AggregateRating schema
• Align first-party reviews with third-party platforms (see note 1)
• Strengthen entity signals across your website (see note 2)
• Encourage reviews that AI considers useful and quotable
• Reduce ambiguity that prevents AI citations

What Review Vetting Is Not

• Not fake reviews
• Not review gating
• Not “gaming” AI systems
• Not guaranteed citations

It’s about clarity, credibility, and consistency—the same things patients trust.

The Outcome

When Review Vetting is done correctly, your practice is more likely to:

• Be summarized accurately by an AI search
• Have reviews cited as supporting evidence
• Appear more trustworthy in AI-generated answers
• Control how your reputation is represented

Reviews Are No Longer Just for Humans

They’re now for machines, too.

Review Vetting ensures AI understands your reputation the way customers already do.