# Vanguard: how AI models rank it, October 2026

HR AI Recommendation Index, October 2026 Edition. Named in 48 judge labels across 3 categories by 14 of 14 models. Page: https://hr-ai-index.com/vendors/vanguard/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| 401(k) providers | 5% | 7 | 4% | 46 |
| Financial wellness platforms | 0% | 94 | 0% | 1 |
| HSA and FSA administrators | 0% | 85 | 0% | 1 |

## What the models said for it

- "For Large/Midsize Businesses: Vanguard, Fidelity Investments, and Charles Schwab are renowned for offering excellent low-cost institutional index funds." (Gemini 3.5 Flash, 401(k) providers)
- "consider providers like Vanguard or Fidelity, which are known for lower fees and better investment options" (Mistral Small, 401(k) providers)
- "Want lowest-cost investing and a very large, established provider? Look at Vanguard." (GPT-5.4 mini, 401(k) providers)
- "Vanguard is often recommended as the best low-cost 401(k) provider for small businesses" (Mistral Small, 401(k) providers)

## And against it

- "Vanguard is excellent for investing but not recommended for 401(k) administration" (GLM 4.7 FlashX, 401(k) providers)
- "their 401(k) administration has drawn criticism... recommended using Vanguard funds through another provider instead" (DeepSeek V4 Flash, 401(k) providers)

## In its own words

What Vanguard's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: We combine our time-tested investment principles with a relentless drive to help you keep more of what you earn. (https://vanguard.com/)
- For: everyday investors (https://vanguard.com/)

## What it publishes

Every page vanguard.com exposes, read 2026-10-05: 896 addresses. By kind, pages and the last 90 days:

- blog: 93 pages, 0 in the last 90 days, latest undated
- comparison: 10 pages, 0 in the last 90 days, latest undated
- template or tool: 19 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 13 pages, 0 in the last 90 days, latest undated
- news or press: 13 pages, 0 in the last 90 days, latest undated

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, October 2026 Edition, hr-ai-index.com.