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AI Visibility Scorecard
Panelabs
panelabs.com · Technology
Borderline visible. AI bots can crawl Panelabs, 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
#2,209,458 of 2,836,727 in Technology for AI visibility
3.7
/10
AEO Score
About Panelabs
from our crawl and measurement
The quantitative data provider for researchers is a business whose own site puts it this way: "Take advantage of our custom study solutions for researchers and our consumer panel, for all of your online data collection projects." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.4 out of 10.
Our crawl found a sitemap, a readable heading structure. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
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
1
Inbound links from other sites.
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 3.7/10, Panelabs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Panelabs
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Panelabs.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/panelabs
Cite this score: Engagemii (2026). "AEO Score for Panelabs." Retrieved from https://engagemii.com/aeo/brands/panelabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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