How to Use These Benchmarks
The following tables present median and quartile values for AI visibility metrics across eight major industry verticals. These benchmarks are derived from analysis of 14,200+ AI responses to realistic queries within each sector.
To benchmark your brand: (1) identify your primary industry vertical, (2) locate your mention rate in the distribution, (3) compare to top-quartile brands to identify the visibility gap, and (4) cross-reference with the "GEO Ranking Factors" research to identify which signals to optimize.
SaaS & Enterprise Software
SaaS shows the highest baseline visibility but also the most concentrated market. Average mention rate across all tracked SaaS brands is 24%, but this masks substantial variation. Category leaders see 50%+ mention rates while brands outside the top 20 drop below 5%.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 52% | 24% | 6% | 68 brands |
| First-Position Rate | 18% | 8% | 1% | 68 brands |
| Positive Sentiment Rate | 82% | 65% | 45% | 68 brands |
| Citation Coverage | 42% | 18% | 3% | 68 brands |
| Avg. Sentiment Score (1-5) | 4.2 | 3.6 | 2.8 | 68 brands |
For SaaS brands, achieving top-quartile visibility requires: (1) market leadership position, (2) strong thought leadership from company leadership, (3) comprehensive product schema implementation, and (4) regular coverage in major tech publications such as TechCrunch and Wired.
E-commerce & Retail
Retail shows more distributed visibility patterns than SaaS, with median mention rate of 16%. Direct-to-consumer brands and specialty retailers often outperform larger legacy retailers despite lower domain authority, suggesting that narrative and newsworthiness play outsized roles.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 38% | 16% | 4% | 82 brands |
| First-Position Rate | 14% | 6% | 1% | 82 brands |
| Positive Sentiment Rate | 78% | 62% | 42% | 82 brands |
| Citation Coverage | 38% | 15% | 2% | 82 brands |
| Avg. Sentiment Score (1-5) | 4.1 | 3.5 | 2.6 | 82 brands |
Product schema and review aggregation schema are particularly important in retail. Top-quartile retailers maintain average sentiment scores of 4.1 or higher, indicating strong positive framing in AI recommendations.
Finance & Fintech
Financial services exhibits the lowest visibility metrics overall, likely due to regulatory and safety considerations around financial advice in AI systems. However, Fintech startups outperform traditional banks substantially, suggesting lower barriers for new entrants in this category.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 28% | 8% | 2% | 52 brands |
| First-Position Rate | 8% | 2% | 0.2% | 52 brands |
| Positive Sentiment Rate | 71% | 54% | 38% | 52 brands |
| Citation Coverage | 32% | 9% | 1% | 52 brands |
| Avg. Sentiment Score (1-5) | 3.8 | 3.1 | 2.2 | 52 brands |
Financial brands must prioritize: (1) regulatory credential visibility, (2) third-party certifications and accolades, (3) clear risk disclosure messaging, and (4) coverage from established financial media outlets.
Healthcare & Wellness
Healthcare displays lower baseline visibility but with higher quality standards. AI engines apply elevated scrutiny to medical claims, which means healthcare brands with clinical validation show substantially better visibility than those without. Median mention rate is 12%, but top-quartile brands reach 36%.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 36% | 12% | 3% | 61 brands |
| First-Position Rate | 12% | 4% | 0.5% | 61 brands |
| Positive Sentiment Rate | 76% | 59% | 41% | 61 brands |
| Citation Coverage | 48% | 16% | 2% | 61 brands |
| Avg. Sentiment Score (1-5) | 4.0 | 3.3 | 2.4 | 61 brands |
Healthcare brands should focus on: (1) peer-reviewed research publication, (2) clinical trial data and results, (3) healthcare professional endorsements, and (4) regulatory certifications and compliance.
B2B Services & Consulting
B2B services show moderate visibility metrics with high variance. Thought leadership and content marketing prove particularly important in this category. Firms with strong executive visibility and published research perform substantially better.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 32% | 12% | 3% | 45 brands |
| First-Position Rate | 10% | 4% | 0.5% | 45 brands |
| Positive Sentiment Rate | 75% | 58% | 40% | 45 brands |
| Citation Coverage | 40% | 14% | 2% | 45 brands |
| Avg. Sentiment Score (1-5) | 3.9 | 3.2 | 2.3 | 45 brands |
For B2B services, visibility depends heavily on: (1) published research and industry insights, (2) analyst coverage and industry reports from firms like Gartner and Forrester, (3) executive thought leadership platforms, and (4) case study and proof-point documentation.
Consumer Goods & CPG
Consumer packaged goods show relatively high visibility overall, with median mention rate of 18%. Brand recognition and consumer association prove valuable here. Brands with strong Wikipedia presence consistently outperform peers.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 42% | 18% | 5% | 56 brands |
| First-Position Rate | 16% | 7% | 1% | 56 brands |
| Positive Sentiment Rate | 81% | 64% | 44% | 56 brands |
| Citation Coverage | 36% | 13% | 2% | 56 brands |
| Avg. Sentiment Score (1-5) | 4.2 | 3.5 | 2.5 | 56 brands |
CPG brands perform best when they combine: (1) strong Wikipedia and reference encyclopedia presence, (2) product schema with ingredient and nutritional information, (3) sustainability and corporate social responsibility messaging, and (4) consumer reviews and ratings aggregation.
Travel & Hospitality
Travel shows high visibility metrics across the board, likely because travel-related queries are frequent in AI systems and numerous brands operate in this space. Median mention rate is 21%, which exceeds most other verticals.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 44% | 21% | 6% | 71 brands |
| First-Position Rate | 16% | 8% | 2% | 71 brands |
| Positive Sentiment Rate | 79% | 63% | 43% | 71 brands |
| Citation Coverage | 40% | 16% | 3% | 71 brands |
| Avg. Sentiment Score (1-5) | 4.1 | 3.4 | 2.6 | 71 brands |
Travel brands benefit from: (1) comprehensive review aggregation, (2) local schema implementation for properties and locations, (3) travel guide and content partnerships, and (4) user-generated content and social proof.
Media & Publishing
Media and publishing companies show the highest visibility across all categories, with median mention rate of 26%. This reflects both their importance as information sources and their natural advantage in editorial prominence. Wikipedia presence is nearly universal among top-tier media brands.
| Metric | Top Quartile | Median | Bottom Quartile | Sample Size |
|---|---|---|---|---|
| Mention Rate | 52% | 26% | 8% | 48 brands |
| First-Position Rate | 18% | 9% | 2% | 48 brands |
| Positive Sentiment Rate | 74% | 56% | 38% | 48 brands |
| Citation Coverage | 58% | 32% | 8% | 48 brands |
| Avg. Sentiment Score (1-5) | 3.8 | 3.1 | 2.3 | 48 brands |
Media brands leverage: (1) their position as content sources, (2) established editorial authority, (3) archive content and historical reference value, and (4) natural citation in AI responses.
Cross-Vertical Insights
Wikipedia Presence
Across all verticals, brands with Wikipedia articles show 35-50% higher mention rates than comparable brands without Wikipedia presence. For top-quartile visibility in most verticals, Wikipedia presence is nearly essential.
Schema Completeness
Brands implementing five or more schema types show 22% higher median mention rates than brands with one or two schema types. The correlation strengthens significantly in product-focused verticals (e-commerce, CPG, travel).
Content Freshness
Across all verticals, brands updating content within the past 30 days show 16-18% higher mention rates than brands with older content. The effect is strongest in news-sensitive categories (travel, consumer goods, B2B services).
Citation Source Diversity
Brands that appear in 5+ distinct authoritative sources show 3.2x higher citation coverage in AI responses than brands mentioned in only 1-2 sources. This suggests that editorial coverage diversity matters as much as individual mention frequency.
Using These Benchmarks
These benchmarks should be used as reference points, not targets. Your specific position within these distributions depends on your brand's market maturity, category position, and existing visibility efforts. To benchmark your brand and identify improvement opportunities:
- Measure your current mention rate across the same six AI engines
- Locate your metric in the relevant vertical's distribution
- Identify gaps between your performance and top-quartile brands
- Cross-reference with GEO Ranking Factors research to prioritize which signals to optimize
- For continuous monitoring, consider platforms like 42A that track visibility changes over time