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AI Visibility Scorecard
678auto.com · Automotive
Borderline visible. AI bots can crawl 678 AUTO, 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 1 times
Claude
#243,008 of 331,386 in Automotive for AI visibility
3.7
/10
AEO Score
from our crawl and measurement
678 AUTO describes itself simply: "Welcome to 678 Auto, where we offer premium automotive care, including tire & wheel services." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
On the page itself the strengths are clear: a clear heading structure and a clearly stated business identity. It is passable on some structured data, basic crawler access and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews.
Off the page, almost no other sites link to it, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
7
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
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
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.
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 3.7/10, 678 AUTO is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for 678 AUTO
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/678auto
Cite this score: Engagemii (2026). "AEO Score for 678 AUTO." Retrieved from https://engagemii.com/aeo/brands/678auto
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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