AI Visibility Scorecard
openfreemap.org · Technology
Somewhat visible. AI bots can read OpenFreeMap, 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 · Perplexity
#100,105 of 2,705,505 in Technology for AI visibility
47
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
from our crawl and measurement
"OpenFreeMap, Open-Source Map Hosting lets you display custom maps on your website and apps for free." That is how OpenFreeMap introduces itself. 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.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
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
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
Strong
Sitemaps and entity links AI can follow.
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
Good
Social discussion and mentions.
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, OpenFreeMap has a working base to build on - fixable, and the signals above are where to start.
What is OpenFreeMap?
OpenFreeMap lets you display custom maps on your website and apps for free. You can either self-host or use our public instance. Everything is open-source, including the full production setup — there’s no ‘open-core’ model here. Check out our GitHub. The map data comes from OpenStreetMap. Using our public instance is completely free: there are no limits on the number of map views or requests.
Why did you build this project?
OpenStreetMap is one of the most important collective projects in history. It began 20 years ago, and today, 3 million edits are made each day! For a long time, when you wanted to use the map on your website or app, you had to look for a commercial map tile provider and hope your site didn’t become too popular. Otherwise, you might end up with a $10,000 bill in a single day, as Hoodmaps did.
How can you offer a free public instance?
There is no technical reason why map hosting costs as much as it does today. Vector tiles are just static files. It’s true that serving hundreds of millions of files is not easy, but at the end of the day, they are just files. Financially, the plan is to keep renting servers until they cover the bandwidth. I believe it can be self-sustainable if enough people subscribe to the support plans.
How can I sponsor the project?
If this project helps you save on your map hosting costs, please consider sponsoring me on GitHub Sponsors. If possible, please choose a monthly donation, even if it’s a smaller amount. The nature of this project needs recurring donations to cover the server costs. Sponsor me
Can my app download areas for offline use?
Yes, as long as each download is at most 3,000 tiles or 50 MB, uses at most 4 parallel requests, and sends a unique User-Agent identifying your app. For anything larger, please contact us.
Is this your brand?
The exact fixes for OpenFreeMap
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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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Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/openfreemap-org
Cite this score: Engagemii (2026). "AEO Score for OpenFreeMap." Retrieved from https://engagemii.com/aeo/brands/openfreemap-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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