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AI Visibility Scorecard

Crane & Heavy Equipment Financing

Crane & Heavy Equipment Financing

Unclaimed

harryfry.com · Finance & Insurance

Somewhat visible. AI bots can read Crane & Heavy Equipment Financing, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Meta AI

#69,453 of 744,750 in Finance & Insurance for AI visibility

5.8

/10

AEO Score

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About Crane & Heavy Equipment Financing

from our crawl and measurement

Crane & Heavy Equipment Financing is a West Newbury, MA business whose own site puts it this way: "The only finance source 100% dedicated to the crane and heavy lifting industry. Since 1995, Harry Fry & Associates has funded over $1.5B in equipment loans, TRAC leases, and custom." Its AI visibility score is 5.8 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 a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data, a workable page structure and a few credibility markers.

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). It does link out to several social profiles, which helps engines tie the brand together. The business dates to 1995.

Industry · Finance & Insurance
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

6

Clear headings and answer-style content.

Entity Clarity

7

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

5

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

7

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

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 5.8/10, Crane & Heavy Equipment Financing has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for Crane & Heavy Equipment Financing

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Picked for Crane & Heavy Equipment Financing: 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 July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/harryfry

Cite this score: Engagemii (2026). "AEO Score for Crane & Heavy Equipment Financing." Retrieved from https://engagemii.com/aeo/brands/harryfry

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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