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AI Visibility Scorecard
CommentBy
commentby.com · Technology
Somewhat visible. AI bots can read CommentBy, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Apple Intelligence
#221,677 of 2,641,343 in Technology for AI visibility
6
/10
AEO Score
About CommentBy
from our crawl and measurement
CommentBy is a business whose own site puts it this way: "Beautiful, privacy-first commenting for your website. No tracking cookies, no data selling, just pure engagement. Add with one line of code. Try it free." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
On the page itself the strengths are clear: a clear heading structure, visible credibility markers and crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is structured data describing the business and sitemaps and entity links AI can follow.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6/10, CommentBy has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CommentBy
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for CommentBy.
Source & Attribution
Scored by Engagemii on June 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/commentby
Cite this score: Engagemii (2026). "AEO Score for CommentBy." Retrieved from https://engagemii.com/aeo/brands/commentby
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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