AI Visibility Scorecard
bedfordhardware.com · Home & Living
Borderline visible. AI bots can crawl Bedford Ace Hardware in Bedford, 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 1 times
Meta AI
#220,611 of 1,377,670 in Home & Living for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
20
Muse Index Score
iAI agent readiness
Basic · 20/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Bedford Ace Hardware in Bedford is a Bedford, NY business whose own site puts it this way: "As your local Ace Hardware, we are one of 5,000+ Ace stores locally owned and operated across the globe." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
On the page itself the strengths are clear: 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. What holds it back is structured data describing the business.
Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, 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. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Fair
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.
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 4/10, Bedford Ace Hardware in Bedford is crawlable but under-signaled - fixable, and the signals above are where to start.
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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/bedfordhardware
Cite this score: Engagemii (2026). "AEO Score for Bedford Ace Hardware in Bedford." Retrieved from https://engagemii.com/aeo/brands/bedfordhardware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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