AI Visibility Scorecard
billsradiatorandauto.com · Automotive
At 2.1/10, Bill's Radiator and Auto, Dewitt, Iowa is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Content Structure and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
Meta AI · Claude · Parallel · Perplexity
7
AI Naming Predictability
iRarely named · 7/100
Automotive average 5
Top 24% of Automotive
See what's behind this score →2.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Automotive average 16
See what's behind this score →0
from our crawl and measurement
"Bill's Radiator & Auto Services 563-659-3451 205 - 11th Street Dewitt, Iowa 52742 We specialize in Antique Radiators Repairing Rebuilding Restoration But we also service all types." That is how Bill's Radiator and Auto, Dewitt, Iowa of Dewitt, IA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.1 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile 5 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and ShapBot (Parallel).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.1/10, Bill's Radiator and Auto, Dewitt, Iowa is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
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ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/billsradiatorandauto
Cite this score: Engagemii (2026). "AEO Score for Bill's Radiator and Auto, Dewitt, Iowa." Retrieved from https://engagemii.com/aeo/brands/billsradiatorandauto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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