# Vanguard: how AI models rank it, November 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Financial wellness platforms](https://www.gane.ai/index/hr/rewards/financial-wellness-platforms/index.md) | 0% | 88 | 0% | 1 |

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Vanguard, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- deskbreak.app: 2
- g2.com: 2
- leadchangegroup.com: 2
- rewordin.com: 2
- softwaresuggest.com: 2
- zayzoon.com: 2
- bdc.ca: 1
- business.bofa.com: 1
- chamber.ca: 1
- connectifyhr.com: 1

### Pages cited

- https://deskbreak.app/workplace-wellness-programs/financial-wellness: 2
- https://g2.com/categories/financial-wellness/small-business: 2
- https://leadchangegroup.com/financial-wellness-platforms/compare: 2
- https://rewordin.com/blog/best-employee-financial-wellness-platforms-2026: 2
- https://softwaresuggest.com/financial-wellness-platform: 2
- https://zayzoon.com/blog/the-top-10-financial-wellness-platforms-for-smbs: 2
- https://bdc.ca/en/articles-tools/technology/free-low-cost-applications/free-and-low-cost-funding-budget-tools-your-business: 1
- https://business.bofa.com/content/dam/flagship/workplace-benefits/ID22-0888/WB-small-business-report.pdf: 1

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