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AI Visibility Scorecard
Comparative Panel File
cpfdata.com · Technology
Somewhat visible. AI bots can read Comparative Panel File, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#302,981 of 2,623,328 in Technology for AI visibility
5.8
/10
AEO Score
About Comparative Panel File
from our crawl and measurement
Comparative Panel File describes itself simply: "Comparative Panel File (CPF) is an open science project to harmonise the world’s major and longest-running household panel surveys from seven countries. Latest release: ver. 2.0." Its AI visibility score is 5.8 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Person) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
9
Inbound links from other sites.
Domain Trust
3
Established authority for your domain.
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 5.8/10, Comparative Panel File has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Comparative Panel File
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cpfdata
Cite this score: Engagemii (2026). "AEO Score for Comparative Panel File." Retrieved from https://engagemii.com/aeo/brands/cpfdata
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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