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AI Visibility Scorecard
Tillman Tools LLC
tillmantools.com · Automotive
Somewhat visible. AI bots can read Tillman Tools LLC, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Apple Intelligence
#16,834 of 337,115 in Automotive for AI visibility
5.9
/10
AEO Score
About Tillman Tools LLC
from our crawl and measurement
Tillman Tools LLC, based in Fontana, CA, describes itself simply: "Shop rare auto parts, premium electrician tools, auto-shop supplies, and forestry equipment at low prices with free select shipping." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.9 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
10
Inbound links from other sites.
Domain Authority
1
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
1
Social discussion and mentions.
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 5.9/10, Tillman Tools LLC has a working base to build on - fixable, and the signals above are where to start.
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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.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tillmantools
Cite this score: Engagemii (2026). "AEO Score for Tillman Tools LLC." Retrieved from https://engagemii.com/aeo/brands/tillmantools
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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