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AI Visibility Scorecard
Rolefulness - Find your role in Life
rolefullness.com · Other
Borderline visible. AI bots can crawl Rolefulness - Find your role in Life, 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
3.5
/10
AEO Score
About Rolefulness - Find your role in Life
from our crawl and measurement
Rolefulness is a business whose own site puts it this way: "Coined by Professor Daiki Kato, rolefulness is the continuous sense of role satisfaction we have in our daily lives." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
1
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
1
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 3.5/10, Rolefulness - Find your role in Life is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Rolefulness - Find your role in Life
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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/rolefullness
Cite this score: Engagemii (2026). "AEO Score for Rolefulness - Find your role in Life." Retrieved from https://engagemii.com/aeo/brands/rolefullness
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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