Median score
69
Public benchmark
What launch readiness looks like across scanned websites.
PageLens AI turns completed scan data into an anonymized benchmark: common categories, severity mix, score distribution and verified badge adoption. It is a directional operating view, not a claim that every site on the internet looks like this sample.
Excellent scans
8%
Score 90+
Weak scans
34%
Score below 70
Failure rate
0%
0 failed runs recorded
AI visibility benchmark
Public-safe visibility snapshots suppress small samples.
The AI visibility pipeline aggregates mention rate, citation rate and source diversity only after the minimum sample is met. Published rows exclude domain names, prompt text, URLs and raw answer text.
Aggregated from AI visibility baseline rows after suppressing domain names, input text, URLs, generated response text, and any sample below the minimum threshold.
CHATGPT
Mention
43%
Citation
18%
Sources
2.0
GEMINI
Mention
46%
Citation
18%
Sources
4.0
Most common finding categories.
These categories are ordered by finding volume across completed scans. The point is prioritization: launch teams should know where real sites repeatedly lose quality before traffic lands.
SEO
16,169 findings observed
Performance
8,320 findings observed
Security Headers
5,469 findings observed
Accessibility
3,729 findings observed
Security
3,131 findings observed
Segment actions
Turn the benchmark into a scan path.
The aggregate chart is useful only if it points to a decision. Pick the segment closest to the page you are about to share.
AI-built app benchmark
Compare fast-built Lovable, Bolt, Replit, Cursor and Codex sites against common launch blockers.
Open scan pathLaunch traffic benchmark
Use the benchmark before Product Hunt, Reddit, paid traffic or email sends expose the page.
Open scan pathE-commerce benchmark
Check product-page trust, tracking, mobile UX and checkout confidence before traffic scales.
Open scan path