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AI Visibility Scorecard
Polibench — measuring political nature without asking about politics
polibench.com · Professional Services
Borderline visible. AI bots can crawl Polibench — measuring political nature without asking about politics, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#376,854 of 471,678 in Professional Services for AI visibility
3.4
/10
AEO Score
About Polibench — measuring political nature without asking about politics
from our crawl and measurement
Polibench — measuring political nature without asking about politics describes itself simply: "Eleven de-loaded value primitives, measured by threshold ladders instead of loaded Likert items. Humans and frontier models placed on the same distribution." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.
Under the hood there is a readable heading structure and substantial page content, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
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 3.4/10, Polibench — measuring political nature without asking about politics is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Polibench — measuring political nature without asking about politics
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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/polibench
Cite this score: Engagemii (2026). "AEO Score for Polibench — measuring political nature without asking about politics." Retrieved from https://engagemii.com/aeo/brands/polibench
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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