AI Visibility Scorecard
401kmonitor.com · Government & Public Sector
At 2.14/10, 401(k) Monitor is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude · Perplexity
Top 25% in Government & Public Sector for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
Government & Public Sector average 14
See what's behind this score →2.14
AEO Visibility
iNear-invisible · 2.14/10
Government & Public Sector average 1.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Government & Public Sector average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Government & Public Sector average 10
See what's behind this score →0
from our crawl and measurement
401(k) Monitor describes itself simply: "A data publication on US employer 401(k) plans, built only from primary sources: SEC Form 11-K filings and DOL Form 5500 bulk data." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.14 out of 10.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.14/10, 401(k) Monitor is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Will you find your match formula?
The formula itself is on file for 319 of the 56,422 employers, the ones that file an SEC Form 11-K.
Where to start without a plan name?
2,457 large 401(k) plans, page by pageOne page per Form 5500 filing: assets, participants, plan-paid fees and the recordkeeper.Plans by stateGrouped by the state the sponsor files from, then by how many people are in the plan.Plans by industryWhat the median plan pays per participant in each industry, and every plan behind it.Plans by recordkeeperWho administers the plan, how big their book is, and what their plans.
How fresh is this data?
An 11-K arrives up to 6 months after the plan year ends, a Form 5500 up to 9½ months. Every page states its plan year and filing date, and a match formula can change between filings. Read the methodology.401(k) Monitor is an independent data publication.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/401kmonitor
Cite this score: Engagemii (2026). "AEO Score for 401(k) Monitor." Retrieved from https://engagemii.com/aeo/brands/401kmonitor
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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