AI Visibility Scorecard
Mapzen · an open, sustainable, and accessible mapping platform
mapzen.com · Technology
Somewhat visible. AI bots can read Mapzen · an open, sustainable, and accessible mapping platform, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Apple Intelligence · Meta AI
#464,592 of 2,707,329 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Mapzen · an open, sustainable, and accessible mapping platform
from our crawl and measurement
Mapzen · an open, sustainable, and accessible mapping platform describes itself simply: "Toggle navigation Mapzen Projects Documentation Blog <img src=/resources/placeholders/minified-placeholder.jpg> Get driving, biking, walking and transit navigation in your app View all." Its AI visibility score is 5.4 out of 10: the engines can find it, but they do not have much to hold on to.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Our monitoring has logged 2 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
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
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
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 5.4/10, Mapzen · an open, sustainable, and accessible mapping platform has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mapzen · an open, sustainable, and accessible mapping platform
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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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mapzen
Cite this score: Engagemii (2026). "AEO Score for Mapzen · an open, sustainable, and accessible mapping platform." Retrieved from https://engagemii.com/aeo/brands/mapzen
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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