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AI Visibility Scorecard
Mutual funds, IRAs, ETFs, 401(k) plans, and more
vanguard.com · Finance & Insurance
Borderline visible. AI bots can crawl Mutual funds, IRAs, ETFs, 401(k) plans, and more, 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.
AI engines read this profile 31 times
Meta AI · Claude · ChatGPT · ChatGPT Search
#360,483 of 746,156 in Finance & Insurance for AI visibility
4.4
/10
AEO Score
About Mutual funds, IRAs, ETFs, 401(k) plans, and more
from our crawl and measurement
Mutual funds, IRAs, ETFs, 401(k) plans, and more is a business whose own site puts it this way: "Only mutual funds and ETFs (exchange-traded funds) with a minimum 10-year history were included in the comparison." To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 2.9 out of 10.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
AI crawlers have visited the site 9 times in our tracking, so the engines are already looking.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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
5
Established authority for your domain.
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 4.4/10, Mutual funds, IRAs, ETFs, 401(k) plans, and more is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mutual funds, IRAs, ETFs, 401(k) plans, and more
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Mutual funds, IRAs, ETFs, 401(k) plans, and more.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/vanguard
Cite this score: Engagemii (2026). "AEO Score for Mutual funds, IRAs, ETFs, 401(k) plans, and more." Retrieved from https://engagemii.com/aeo/brands/vanguard
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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