AI Visibility Scorecard
CommaGuide
bderkhan.com · Technology
Borderline visible. AI bots can crawl CommaGuide, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 12 times
Claude · Meta AI · Apple Intelligence · ShapBot
#727,510 of 2,704,583 in Technology for AI visibility
53
AI Naming Predictability
iRarely named · 53/100
Technology average 28
Top 12% of Technology
See what's behind this score →5
-
Network Authority
iNot connected yet
Technology average 0.0
0 relationships · Technology average 4
See what's behind this score →5
0
About CommaGuide
from our crawl and measurement
CommaGuide is a business whose own site puts it this way: "Openpilot guides, comma.ai news, and automotive AI content from commaguide.com." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic), Meta AI and Applebot (Siri).
- Company ·
- CommaGuide
- Website ·
- bderkhan.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 9, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Good
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.6/10, CommaGuide is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for CommaGuide
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bderkhan
Cite this score: Engagemii (2026). "AEO Score for CommaGuide." Retrieved from https://engagemii.com/aeo/brands/bderkhan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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