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AI Visibility Scorecard
Pothole Nerds
potholenerds.com · Media & Entertainment
Somewhat visible. AI bots can read Pothole Nerds, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#664,540 of 1,898,317 in Media & Entertainment for AI visibility
5.1
/10
AEO Score
About Pothole Nerds
from our crawl and measurement
Pothole Nerds is a business whose own site puts it this way: "Tired of potholes damaging your property? Pothole Nerds delivers fast, professional pothole repair & asphalt services. Request a quote today." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
6
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 5.1/10, Pothole Nerds has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Pothole Nerds
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 Pothole Nerds.
Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/potholenerds
Cite this score: Engagemii (2026). "AEO Score for Pothole Nerds." Retrieved from https://engagemii.com/aeo/brands/potholenerds
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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