AI Visibility Scorecard
defatthepump.com · Technology
Borderline visible. AI bots can crawl DEF at the Pump, 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
Claude
#1,871,330 of 2,704,213 in Technology for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
"Crowd-verified map of DEF (Diesel Exhaust Fluid) dispensers at US fuel stations." That is how DEF at the Pump Near You Gas Stations & Truck Stops with Bulk DEF introduces itself. When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
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
Weak
No inbound links found yet.
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 read your site and name it in answers. At 3.5/10, DEF at the Pump is crawlable but under-signaled - fixable, and the signals above are where to start.
On the road?
Find DEF stations along the interstates you're driving. Filter by specific state segments for the most useful results.
No pump on your route?
Bulk wins every time you can find a pump. For the stretches where you can't, keep a jug and a spill-free transfer pump in the bed. As an Amazon Associate we earn from qualifying purchases.
Know a pump we're missing?
The map starts from chain data. Drivers make it worth trusting: add a pump we've missed, or confirm one you've used, and the next RV, boat, or work truck rolls in knowing it's up.
Is this your brand?
The exact fixes for DEF at the Pump
Which AI engines already crawl you
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on September 14, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/defatthepump
Cite this score: Engagemii (2026). "AEO Score for DEF at the Pump." Retrieved from https://engagemii.com/aeo/brands/defatthepump
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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