AI Visibility Scorecard
blackpatchperformance.com · E-commerce
At 2.6/10, Black Patch Performance is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Domain Trust and Entity Presence. That is fixable, and the signals below show where to start.
AI engines read this profile 7 times
Meta AI · Claude · Perplexity · Parallel
27
AI Naming Predictability
iRarely named · 27/100
E-commerce average 18
Top 35% of E-commerce
See what's behind this score →2.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Transactable · 20/100
E-commerce average 27
See what's behind this score →0
from our crawl and measurement
Black Patch Performance is a business whose own site puts it this way: "Wheels, tires, bumpers, parts, and accessories all in one place! ✓ Easy Payment Plans ✓ Wide Selection ✓ Nationwide Shipping." When AI engines look at it, they find little to work with. It scores 2.6 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity. What holds it back is credibility markers like credentials or reviews and structured data describing the business.
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.
It does link out to several social profiles, which helps engines tie the brand together. The business dates to 2018.
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
Good
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
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.6/10, Black Patch Performance is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Why Choose Black Patch Performance?
Founded in 2018 by Jonathan "Cole" Williams on a family dairy farm, Black Patch quickly became a top name in automotive parts, as well as the number one seller in the U.S.A.
Is this your brand?
The exact fixes for Black Patch Performance
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Black Patch Performance.
Black Patch Performance lists 1,000+ products, 818 in stock, priced 31.38 to 14,260.57.
The full list of every product we captured is in the product feed (JSON).
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blackpatchperformance
Cite this score: Engagemii (2026). "AEO Score for Black Patch Performance." Retrieved from https://engagemii.com/aeo/brands/blackpatchperformance
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform