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AI Visibility Scorecard

Leahy-Wolf Company

Leahy-Wolf Company

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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

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About Leahy-Wolf Company

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.

Industry · Manufacturing & Industrial
Last scored · Aug 2, 2026

The 6 signals AI reads

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.

Off-page authority

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.

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, Leahy-Wolf Company has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Leahy-Wolf Company

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Leahy-Wolf Company: How-To

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.

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Source & Attribution

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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