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AI Visibility Scorecard
bluewrench.com · Automotive
Somewhat visible. AI bots can read Blue Wrench, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#6,117 of 338,281 in Automotive for AI visibility
6.2
/10
AEO Score
from our crawl and measurement
Blue Wrench is a business whose own site puts it this way: "Blue Wrench provides Auto & Diesel Repair in Boise with locations in Garden City and Meridian. Diagnostics, brakes, suspension, tires, fleets, and diesel service since 1989." Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). The business dates to 1998.
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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.
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 6.2/10, Blue Wrench has a working base to build on - fixable, and the signals above are where to start.
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bluewrench
Cite this score: Engagemii (2026). "AEO Score for Blue Wrench." Retrieved from https://engagemii.com/aeo/brands/bluewrench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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