First-party research · Updated 2026-07-30
AI Visibility Benchmarks
What a normal AI visibility score actually looks like — measured across 139 brands in 26 categories.
How brands are distributed
Most brands cluster in the middle. Dominant AI visibility remains rare.
Dominant, consistent AI visibility across engines.
Well-established presence with broad citation coverage.
Recognized entity with solid, reliable visibility.
Growing footprint; gaining citation momentum.
Early-stage visibility with room to grow.
Which signals brands actually fail
Mean score on each of the eight signals across every brand measured, with the share of brands falling below70 on each.
| Signal | Weight | Mean | Below 70 |
|---|---|---|---|
Citation Score How frequently the brand is cited across AI answers and authoritative web sources. | 22% | 79.6 | 18.7% |
Trust Score The authority and reputation of the sources doing the citing. | 18% | 80.9 | 8.6% |
Entity Strength How clearly AI models recognize the brand as a distinct, well-defined entity. | 15% | 80.9 | 14.4% |
Coverage Score The breadth of topics, questions, and categories where the brand appears. | 13% | 77 | 24.5% |
Source Diversity The range of independent domains and publishers referencing the brand. | 10% | 76.9 | 20.1% |
Consistency How consistently the brand is described across engines and over time. | 9% | 79.2 | 12.9% |
Freshness The recency of citations, mentions, and updated references. | 8% | 77.1 | 19.4% |
Expert Mentions Presence in expert, editorial, and analyst-grade sources. | 5% | 74.3 | 32.4% |
The headline finding: Expert Mentions is the weakest signal across the whole dataset, averaging 74.3/100, with 32.4% of brands below 70 on it. It is the cheapest gap to close and the one most brands never look at.
AI visibility by category
Median score per category, with the range between the weakest and strongest brand in each.
Scores are not comparable across categories. Crowded, heavily reviewed categories lift everyone; niche categories with few independent sources suppress everyone. Compare against the brands you lose deals to, not against the table.
Where do you sit against these numbers?
Measure your own site on the same eight signals and see your score against your category’s median. Free.
About this data
What is a normal AI visibility score?+
Across 139 brands measured in 26 categories, the median AI visibility Signal Score is 79.6/100 and the mean is 78.9. The weakest signal industry-wide is Expert Mentions, averaging 74.3/100 with 32.4% of brands falling below 70 on it. The strongest is Entity Strength at 80.9/100.
Which AI visibility signal do most brands fail?+
Expert Mentions is the weakest signal across our dataset, averaging 74.3/100, and 32.4% of brands score below 70 on it. Presence in expert, editorial, and analyst-grade sources.
Which categories have the highest AI visibility?+
Project Management Tools (median 85.5), Customer Support Software (median 85.1), SEO Tools (median 85.1), CRM Software (median 84.6), Video Streaming Services (median 84.4). Scores are not directly comparable across categories — crowded, heavily reviewed categories lift everyone's score, while niche categories with few independent sources suppress it.
How is the Signal Score calculated?+
It is a weighted composite of eight measured signals: citation (22%), trust (18%), entity strength (15%), coverage (13%), source diversity (10%), consistency (9%), freshness (8%), and expert mentions (5%). Each is measured from real answers AI engines give to real buyer questions. The full method is published at https://topcitationsignal.com/methodology.
Can I use these statistics?+
Yes, with attribution to Top Citation Signal and a link to this page. The figures are recomputed from our measured dataset whenever the rankings update.
Cite as: Top Citation Signal, “AI Visibility Benchmarks”, 2026-07-30. https://topcitationsignal.com/research/ai-visibility-benchmarks. Figures are recomputed from the measured dataset whenever rankings update. Method: eight-signal methodology.