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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 4 times
Claude · Apple Intelligence · Meta AI
#111,108 of 2,655,284 in Technology for AI visibility
6.4
/10
AEO Score
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 6.4 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
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
8
Forum and community discussion.
Social Mentions
0
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 6.4/10, Mapzen · an open, sustainable, and accessible mapping platform has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Mapzen · an open, sustainable, and accessible mapping platform
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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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