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AI Visibility Scorecard

Mapbox Workers Union

Mapbox Workers Union

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mapboxworkersunion.org · Technology

Somewhat visible. AI bots can read Mapbox Workers Union, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude

#110,005 of 2,616,081 in Technology for AI visibility

6.4

/10

AEO Score

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About Mapbox Workers Union

from our crawl and measurement

Mapbox Workers Union is a business whose own site puts it this way: "We are unifying our voices to promote solidarity, sustainability, responsibility, diversity, and transparency at Mapbox." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.4 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: crawler access and the files AI engines look for. It is passable on a partly stated business identity and partial sitemap and link coverage. What holds it back is structured data describing the business, a heading structure that lays out what it offers and credibility markers like credentials or reviews.

Away from its own site, other sites link to it, AI engines recognise it as a distinct business and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, there is no press coverage to draw on and it does not come up on Reddit.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Jul 31, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

3

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

3

Clear headings and answer-style content.

Entity Clarity

5

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

7

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

5

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

8

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

0

No press coverage found yet.

Community

5

Forum and community discussion.

Reddit

0

No Reddit mentions 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, Mapbox Workers Union has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Mapbox Workers Union: Tech & Electronics

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Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/mapboxworkersunion-org

Cite this score: Engagemii (2026). "AEO Score for Mapbox Workers Union." Retrieved from https://engagemii.com/aeo/brands/mapboxworkersunion-org

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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