# Paychex Retirement Services: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 8 of 14 models. Page: https://www.gane.ai/index/hr/vendors/paychex-retirement-services

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [401(k) providers](https://www.gane.ai/index/hr/rewards/401k-providers/index.md) | 0% | 20 | 18% | 11 |

## What the models said for it

- "if your payroll and HRIS stack is Paychex, keeping retirement under the same roof reduces administrative friction" (Kimi K2, 401(k) providers)
- "Offers integrated payroll and 401(k) solutions, suitable for mid-market companies." (Mistral Small, 401(k) providers)
- "ADP Retirement Services or Paychex Retirement Services can reduce admin friction" (Muse Glimmer 30B, 401(k) providers)
- "Payroll-bundled HR stack: ADP Retirement Services, Paychex" (Muse Glimmer 30B, 401(k) providers)

## And against it

- "Often charge higher administrative fees or embed proprietary, higher-cost fund options compared to standalone recordkeepers." (Gemini 3.5 Flash, 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)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 1 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 2 | 0 | 2 |
| Grok 4.20 | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 0 | 1 |
| 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 | 3 | 0 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Paychex Retirement Services, from 47 of the 52 answers that named it (only the models that return a source list).

### Domains cited

- adp.com: 28
- leadchangegroup.com: 28
- forbes.com: 20
- betterment.com: 18
- reddit.com: 13
- investmentnews.com: 12
- planprovider.pro: 12
- employeefiduciary.com: 11
- themodernwallet.com: 11
- dol.gov: 10

### Pages cited

- https://adp.com/what-we-offer/benefits/retirement/401k.aspx: 24
- https://forbes.com/advisor/retirement/best-401k-plans: 19
- https://leadchangegroup.com/401k-providers: 16
- https://betterment.com/top-401ks-for-small-businesses-in-2026: 13
- https://leadchangegroup.com/401k-providers/enterprise: 12
- https://themodernwallet.com/roundup/best-401k-providers-for-small-business: 11
- https://investmentnews.com/glossary/401k-companies/263041: 9
- https://adp.com/what-we-offer/benefits/retirement.aspx: 8

## 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.