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AI Visibility Scorecard
Crankshaft Machine Group
vwbroaching.com · Technology
Somewhat visible. AI bots can read Crankshaft Machine Group, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#265,040 of 2,637,498 in Technology for AI visibility
5.9
/10
AEO Score
About Crankshaft Machine Group
from our crawl and measurement
Crankshaft Machine Group works in Technology, based in Jackson, MI. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
On the page it is passable on a workable page structure, a partly stated business identity and partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
3
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
9
Inbound links from other sites.
Domain Authority
4
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.
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, Crankshaft Machine Group has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Crankshaft Machine Group
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 Crankshaft Machine Group.
Source & Attribution
Scored by Engagemii on June 28, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vwbroaching
Cite this score: Engagemii (2026). "AEO Score for Crankshaft Machine Group." Retrieved from https://engagemii.com/aeo/brands/vwbroaching
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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