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AI Visibility Scorecard
leahywolf.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Leahy-Wolf Company, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
ChatGPT · Apple Intelligence · Claude
#19,313 of 239,554 in Manufacturing & Industrial for AI visibility
5.9
/10
AEO Score
from our crawl and measurement
Leahy-Wolf Company, based in Downers Grove, IL, describes itself simply: "Industrial lubricants distributor serving Illinois, Indiana, Michigan, Wisconsin, and Iowa. Authorized distributor for Petro-Canada and Phillips 66 lubricants." Its AI visibility score is 5.9 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 structured data describing the business, a clear heading structure, a clearly stated business identity, visible credibility markers and sitemaps and entity links AI can follow. It is passable on basic crawler access.
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.
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
9
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
7
Inbound links from other sites.
Domain Authority
1
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 5.9/10, Leahy-Wolf Company has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Leahy-Wolf Company
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/leahywolf
Cite this score: Engagemii (2026). "AEO Score for Leahy-Wolf Company." Retrieved from https://engagemii.com/aeo/brands/leahywolf
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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