AI Visibility Scorecard
Sam for Montana
samformt1.com · Nonprofits
Borderline visible. AI bots can crawl Sam for Montana, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Claude
#288,927 of 826,080 in Nonprofits for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Sam for Montana
from our crawl and measurement
"Sam Forstag is a smokejumper and union leader, a working Montanan who understands the struggle of breaking your back trying to get ahead and still barely getting by." That is how Sam for Montana introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.
The site gets some of it right: it has structured data on the page (Person, Organization, WebSite), a readable heading structure, substantial page content. What holds it back is what is absent, including an llms.txt file, a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
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
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
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 4.9/10, Sam for Montana is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Sam for Montana
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/samformt1
Cite this score: Engagemii (2026). "AEO Score for Sam for Montana." Retrieved from https://engagemii.com/aeo/brands/samformt1
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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