AI visibility score
6.1/ 10Good

▲ 2.1 since Jun 2026

#60,312 of 1,375,153 in Home & Living

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Harney Hardware

Harney Hardware

Unclaimed

harneyhardware.com · Home & Living

Somewhat visible. AI bots can read Harney Hardware, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 8 times

Meta AI · ChatGPT · Claude · ShapBot

#60,312 of 1,375,153 in Home & Living for AI visibility

6

AEO Visibility

i

Visible · 6.1/10

40

Muse Index Score

i

AI agent readiness

Transactable · 40/100

0

AI Adoption

i

None detected · 0/100

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About Harney Hardware

from our crawl and measurement

Harney Hardware operates out of Thonotosassa, Florida in the Home & Living space. Its AI visibility score is 6.1 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 clearly stated business identity and crawler access and the files AI engines look for. What holds it back is a heading structure that lays out what it offers, credibility markers like credentials or reviews and sitemaps and entity links AI can follow.

Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established and it barely surfaces on Reddit. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence. The business dates to 1985.

Industry · Home & Living
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

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

Fair

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.1/10, Harney Hardware has a working base to build on - fixable, and the signals above are where to start.

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Picked for Harney Hardware: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Harney Hardware lists 855 products, 855 in stock, priced 0.41 to 442.04.

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Harney Hardware." Retrieved from https://engagemii.com/aeo/brands/harneyhardware

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

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