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AI Visibility Scorecard
armstrongforall.com · Nonprofits
Somewhat visible. AI bots can read Armstrong for All - Ry Armstrong for Mayor of Seattle, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude
#270,027 of 764,048 in Nonprofits for AI visibility
5.1
/10
AEO Score
from our crawl and measurement
Armstrong for All describes itself simply: "Ry Armstrong is running for Mayor of Seattle to bring a next generation of bold leadership to the Emerald City. Join us in fighting for working people!." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clearly stated business identity. It is passable on a workable page structure. What holds it back is structured data describing the business, sitemaps and entity links AI can follow, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
4
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
No social discussion found yet.
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 5.1/10, Armstrong for All - Ry Armstrong for Mayor of Seattle has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Armstrong for All - Ry Armstrong for Mayor of Seattle
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/armstrongforall
Cite this score: Engagemii (2026). "AEO Score for Armstrong for All - Ry Armstrong for Mayor of Seattle." Retrieved from https://engagemii.com/aeo/brands/armstrongforall
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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