AI visibility score
4.2/ 10Fair

#9,680 of 365,765 in Automotive

As of 2026-08-07 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Fuel in Minnesota. Find Your Station | Better Fuel Initiative

Fuel in Minnesota. Find Your Station | Better Fuel Initiative

Unclaimed

mnfuels.com · Automotive

Borderline visible. AI bots can crawl Fuel in Minnesota. Find Your Station | Better Fuel Initiative, 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 7 times

Claude · Meta AI · ShapBot

#9,680 of 365,765 in Automotive for AI visibility

<1

AI Naming Predictability

i

Rarely named · <1/100

Top 24% of Automotive

4

AEO Visibility

i

Borderline · 4.2/10

0

Muse Index Score

i

AI agent readiness

Basic · 0/100

0

AI Adoption

i

None detected · 0/100

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About Fuel in Minnesota. Find Your Station | Better Fuel Initiative

from our crawl and measurement

"Increase your awareness and understanding of fuel types in Minnesota, and find a station near you that carries the biofuel our state produces." That is how MNFuels introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.

Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Automotive
Last scored · Aug 7, 2026

The 6 signals AI reads

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

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.

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 4.2/10, Fuel in Minnesota. Find Your Station | Better Fuel Initiative is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

What Biofuel Can I Use?

E10 E10 is approved for all vehicles and small engines. Most drivers typically think about E10 as regular unleaded.

Did You Know?

According to a recent Harvard University study, using ethanol made from corn helps reduce harmful greenhouse gas emissions by 46% compared to gasoline.

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Picked for Fuel in Minnesota. Find Your Station | Better Fuel Initiative: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

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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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Fuel in Minnesota. Find Your Station | Better Fuel Initiative." Retrieved from https://engagemii.com/aeo/brands/mnfuels

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

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