Earn media coverage and reviews (digital PR)
AI engines disproportionately cite earned third-party media, and off-site brand mentions are the strongest correlate of AI visibility.
Best study is at least large-n observational or controlled, with some replication. Outcome data is still mostly correlational.
Outcome studies are still mostly correlational unless the write-up says otherwise.
Guidance only
- Off-site. Count brand mentions on the publisher and review domains cited for your target prompts; the free check only gives guidance.
Caveats
- — Correlational studies dominate this field. AI citations churn: a small 15-prompt preprint (arXiv 2609.22655; the author sells AI-visibility tooling) saw each engine's cited URL set change by about 67% on average from one day to the next, with under 1% URL overlap across engines. Toronto (2610.15033) found only about 40% of the within-site pattern of ChatGPT citations still held two weeks later, and 14% after ten weeks. Re-verify yearly.
- — Off-site / not measurable from a single page fetch. Guidance only: not graded in the free check.
Studies and docs
2025
AI search engines show a systematic bias toward earned (third-party) media over brand-owned and social content, unlike Google's balanced mix.
2025
75k brands: branded web mentions correlated 0.664 with AI Overview brand visibility vs 0.218 for backlinks (Spearman, correlational).
2025
75k brands: YouTube mentions (~0.737) and branded web mentions (0.66–0.71) correlate most with AI visibility; number of site pages barely matters (~0.194). Correlational.
This one happens off your site
A page check can't measure it. Uncanny Labs helps teams plan and test off-site work like this, with the evidence shown.
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