AI Visibility Scorecard
MHV
methivac.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl MHV, 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 17 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#13,653 of 270,169 in Manufacturing & Industrial for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
Manufacturing & Industrial average 14
Top 9% of Manufacturing & Industrial
See what's behind this score →5
AEO Visibility
iBorderline · 4.6/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
Manufacturing & Industrial average 0.0
0 relationships · Manufacturing & Industrial average 2
See what's behind this score →30
Muse Index Score
iAI agent readiness
Basic · 30/100
Manufacturing & Industrial average 18
See what's behind this score →0
About MHV
from our crawl and measurement
MHV is a Fennville, MI business whose own site puts it this way: "MHV remanufactures and services industrial high vacuum pumps and blowers, cutting downtime with engineered upgrades, rebuilds, and US made parts." When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- MHV
- Website ·
- methivac.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Fennville, Michigan
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.6/10, MHV is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MHV
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for MHV.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/methivac
Cite this score: Engagemii (2026). "AEO Score for MHV." Retrieved from https://engagemii.com/aeo/brands/methivac
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform