# Vestwell: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 2 categories by 8 of 14 models. Page: https://www.gane.ai/index/hr/vendors/vestwell

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [401(k) providers](https://www.gane.ai/index/hr/rewards/401k-providers/index.md) | 0% | 18 | 0% | 10 |
| [Flexible benefits and lifestyle spending accounts](https://www.gane.ai/index/hr/rewards/flexible-benefits-and-lifestyle-spending-accounts/index.md) | 0% | 108 | 100% | 1 |

## What the models said for it

- "Cloud-based platform with strong compliance features and integration options." (Mistral Small, 401(k) providers)
- "Good for reducing fiduciary burden with AI/automated compliance" (Kimi K2, 401(k) providers)
- "Vestwell adds more plan design flexibility" (Grok 4.20, 401(k) providers)

## And against it

- "this platform may not satisfy your needs" (GLM 4.7 FlashX, Flexible benefits)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named Vestwell, from 19 of the 20 answers that named it (only the models that return a source list).

### Domains cited

- adp.com: 12
- leadchangegroup.com: 12
- betterment.com: 10
- forbes.com: 9
- hrtechsaas.com: 7
- spotsaas.com: 6
- fidelity.com: 5
- basiccapital.com: 4
- humaninterest.com: 4
- planprovider.pro: 4

### Pages cited

- https://adp.com/what-we-offer/benefits/retirement/401k.aspx: 9
- https://betterment.com/top-401ks-for-small-businesses-in-2026: 8
- https://forbes.com/advisor/retirement/best-401k-plans: 8
- https://leadchangegroup.com/401k-providers/mid-market: 8
- https://hrtechsaas.com/blog/best-401k-plan-administrators-mid-market-employers: 7
- https://leadchangegroup.com/401k-providers: 7
- https://adp.com/what-we-offer/benefits/retirement.aspx: 4
- https://spotsaas.com/blog/10-best-401k-providers-2026: 4

## In its own words

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

- Positioning: Workplace Retirement & Savings Platform (https://vestwell.com/)
- For: Employers, advisors, individuals, payroll partners, government agencies, TPAs, financial institutions, and consultants (https://vestwell.com/)
- Price stated: For a limited time, new plans are fee free for the first three months. (https://vestwell.com/)
- Free plan or trial: new plans are fee free for the first three months (https://vestwell.com/)
- Integrations claimed: 190 (https://vestwell.com/)
- Customers named: Netchex, Embark, Colorado Secure Savings, Toast, Stable Account, Asure, Faith Electric

## What it publishes

Every page vestwell.com exposes, read 2026-09-29: 397 addresses. By kind, pages and the last 90 days:

- blog: 237 pages, 0 in the last 90 days, latest undated
- case study: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 3 pages, 0 in the last 90 days, latest undated
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- comparison: 3 pages, 0 in the last 90 days, latest undated
- template or tool: 4 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 1 pages, 0 in the last 90 days, latest undated
- news or press: 47 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.