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AI Visibility Scorecard
401k Source - The 401k Averages Book
401kdatasource.com · E-commerce
Borderline visible. AI bots can crawl 401k Source - The 401k Averages Book, 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
#384,210 of 682,451 in E-commerce for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About 401k Source - The 401k Averages Book
from our crawl and measurement
401k Averages Book is a Towson, MD business whose own site puts it this way: "The 401k Averages Book is the only resource available for non-biased 401k fee information comparison designed for financial service professionals." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found structured data on the page (BreadcrumbList, Organization, WebPage) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 4.2/10, 401k Source - The 401k Averages Book is crawlable but under-signaled - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on September 17, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/401kdatasource
Cite this score: Engagemii (2026). "AEO Score for 401k Source - The 401k Averages Book." Retrieved from https://engagemii.com/aeo/brands/401kdatasource
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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