AI Visibility Scorecard
Major Tool & Machine
majortool.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Major Tool & Machine, 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 5 times
Claude · Amazon Alexa · Meta AI · Perplexity
#6,485 of 270,458 in Manufacturing & Industrial for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Manufacturing & Industrial average 14
Top 2% of Manufacturing & Industrial
See what's behind this score →4.7
AEO Visibility
iBorderline · 4.7/10
Manufacturing & Industrial average 4.0
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Manufacturing & Industrial average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Manufacturing & Industrial average 18
See what's behind this score →0
About Major Tool & Machine
from our crawl and measurement
"<p>Specializing in large complex milling and turning machining, welding, engineering, and assembly services, MTM is a contract manufacturer in Indianapolis, Indiana that supports original." That is how Major Tool & Machine introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
On its own pages the site does well on a clearly stated business identity, visible credibility markers and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and partial sitemap and link coverage.
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 site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1946.
- Company ·
- Major Tool & Machine
- Website ·
- majortool.com
- Industry ·
- Manufacturing & Industrial
- Location ·
- Indianapolis, Indiana
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Aug 2, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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 4.7/10, Major Tool & Machine is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Major Tool & Machine
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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 Major Tool & Machine.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/majortool
Cite this score: Engagemii (2026). "AEO Score for Major Tool & Machine." Retrieved from https://engagemii.com/aeo/brands/majortool
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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