# Vanguard Workplace Solutions: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 42 judge labels across 1 category by 13 of 14 models. Page: https://www.gane.ai/index/hr/vendors/vanguard-workplace-solutions

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [401(k) providers](https://www.gane.ai/index/hr/rewards/401k-providers/index.md) | 2% | 10 | 7% | 42 |

## What the models said for it

- "often recommended for their low-cost index funds and transparent fee structures" (Mistral Small, 401(k) providers)
- "Empower, Vanguard, Fidelity, and ADP are frequently cited as top choices" (Mistral Small, 401(k) providers)
- "Overall Top for Most Businesses: Fidelity, Vanguard, Charles Schwab" (Grok 4.20, 401(k) providers)
- "Fidelity/Vanguard for low-cost, scale and technology" (Muse Glimmer 30B, 401(k) providers)

## And against it

- "Once the gold standard, now generating consistent complaints about: Steep decline in customer service quality and knowledge" (Kimi K2, 401(k) providers)
- "often score lower for mid-market due to higher potential fees, less transparency, or more manual work" (Grok 4.20, 401(k) providers)
- "plan administration and pricing may require more customization and hands-on management" (Perplexity Sonar, 401(k) providers)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 1 | 0 | 4 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 3 | 1 | 0 | 4 |
| Perplexity Sonar | 0 | 2 | 2 | 1 | 5 |
| Grok 4.20 | 1 | 2 | 1 | 1 | 5 |
| Mistral Small | 2 | 0 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 2 | 2 | 0 | 4 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 1 | 1 | 3 |
| GLM 4.7 FlashX | 0 | 2 | 1 | 0 | 3 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 1 | 2 | 0 | 4 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vanguard Workplace Solutions, from 115 of the 135 answers that named it (only the models that return a source list).

### Domains cited

- adp.com: 60
- forbes.com: 59
- leadchangegroup.com: 50
- reddit.com: 40
- investmentnews.com: 38
- planprovider.pro: 35
- betterment.com: 32
- spotsaas.com: 30
- employeefiduciary.com: 29
- fitsmallbusiness.com: 22

### Pages cited

- https://forbes.com/advisor/retirement/best-401k-plans: 57
- https://adp.com/what-we-offer/benefits/retirement/401k.aspx: 48
- https://investmentnews.com/glossary/401k-companies/263041: 28
- https://betterment.com/top-401ks-for-small-businesses-in-2026: 27
- https://leadchangegroup.com/401k-providers: 27
- https://bogleheads.org/forum/viewtopic.php: 21
- https://fitsmallbusiness.com/best-401k-companies: 21
- https://leadchangegroup.com/401k-providers/enterprise: 21

## 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://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.