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AI Visibility Scorecard
McBain Hardware Co
mcbainhardware.com · Home & Living
Borderline visible. AI bots can crawl McBain Hardware Co, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#628,375 of 1,084,413 in Home & Living for AI visibility
4.3
/10
AEO Score
About McBain Hardware Co
from our crawl and measurement
McBain Hardware Co. describes itself simply: "Shop our tools, supplies, appliances, and more. You'll find over 67,000 items at great prices. Find everything you need for your next project at Do it Best!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.1 out of 10.
Our crawl found structured data on the page (WebSite, HardwareStore, OnlineStore), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
1
Inbound links from other sites.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.3/10, McBain Hardware Co is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for McBain Hardware Co
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Buying a Sofa Online Is Terrifying. Here's How AI Is Fixing That.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mcbainhardware
Cite this score: Engagemii (2026). "AEO Score for McBain Hardware Co." Retrieved from https://engagemii.com/aeo/brands/mcbainhardware
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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