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AI Visibility Scorecard

MPGCalc

Name: MPGCalc - AI Visibility Score
Creator: Engagemii
Published: 2026-08-08T01:24:05.244Z
License: https://creativecommons.org/licenses/by/4.0/

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mpgcalc.com · Other

Borderline visible. AI bots can crawl MPGCalc, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

/10

AEO Score

About MPGCalc

from our crawl and measurement

"Compare real fuel costs for any car. See FuelScore ratings, driver-reported MPG, and what you'd actually spend." That is how MPGCalc introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.

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

Industry · Other

Last scored · Aug 8, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

No inbound links found yet.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 4/10, MPGCalc is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for MPGCalc

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Weekly ChatGPT & Claude citation tracking

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for MPGCalc: 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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Free signup unlocks the full article plus your personalized AEO fix list for MPGCalc.

Source & Attribution

Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for MPGCalc." Retrieved from https://engagemii.com/aeo/brands/mpgcalc

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