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AI Visibility Scorecard
mapquest.com · financial services
Well-positioned for AI search. The breakdown below shows where Official MapQuest is still leaving points on the table.
AI engines read this profile 6 times
ChatGPT · ChatGPT Search · Claude · Perplexity
#17,705 of 2,808,055 in Technology for AI visibility
7.2
/10
AEO Score
from our crawl and measurement
Official MapQuest is a Marina Del Rey, CA business whose own site puts it this way: "Official MapQuest website, find driving directions, maps, live traffic updates and road conditions. Find nearby businesses, restaurants and hotels. Explore!." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.2 out of 10.
On the page itself the strengths are clear: a clearly stated business identity. It is passable on some structured data, a workable page structure and partial sitemap and link coverage. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt and credibility markers like credentials or reviews.
Away from its own site, other sites link to it, the domain reads as established, AI engines recognise it as a distinct business, it turns up in press coverage, people discuss it in places AI engines read and it comes up on Reddit.
AI crawlers have visited 4 times in our tracking, including OAI-SearchBot (OpenAI), ClaudeBot (Anthropic) and GPTBot (ChatGPT). There is not much on the page to read either, about 81 words. The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Trust
7
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
6
Press and news coverage.
Community
7
Forum and community discussion.
7
Reddit mentions and discussion.
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 7.2/10, Official MapQuest has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Official MapQuest
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech buyers are the most research-intensive shoppers on the internet.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mapquest
Cite this score: Engagemii (2026). "AEO Score for Official MapQuest." Retrieved from https://engagemii.com/aeo/brands/mapquest
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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