AI visibility score
5.4/ 10Fair

#100,105 of 2,705,505 in Technology

As of 2026-10-24 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

OpenFreeMap

OpenFreeMap

Unclaimed

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

AI Naming Predictability

i

Named sometimes · 47/100

Top 3% of Technology

5

AEO Visibility

i

Borderline · 5.4/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About OpenFreeMap

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.

Industry · Technology
Last scored · Oct 24, 2026

The 6 signals AI reads

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.

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

Good

Social discussion and mentions.

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, OpenFreeMap has a working base to build on - fixable, and the signals above are where to start.

Frequently Asked Questions

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.

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Picked for OpenFreeMap: 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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Source & Attribution

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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