# Fidelity (Fidelity Advantage 401(k)): 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/fidelity-fidelity-advantage-401-k

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [401(k) providers](https://www.gane.ai/index/hr/rewards/401k-providers/index.md) | 0% | 31 | 0% | 1 |

## What the models said for it

- "For best mix of low cost + investment options: Choose Fidelity Advantage 401(k)" (Qwen 3.7 Flash, 401(k) providers)

## 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 | 0 | 0 | 0 |
| 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 | 1 | 0 | 0 | 1 |
| 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 Fidelity (Fidelity Advantage 401(k)), from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- adp.com: 1
- fidelity.com: 1 (its own site)
- forbes.com: 1
- joinhomebase.com: 1
- reddit.com: 1

### Pages cited

- https://adp.com/what-we-offer/benefits/retirement.aspx: 1
- https://adp.com/what-we-offer/benefits/retirement/401k.aspx: 1
- https://adp.com/what-we-offer/benefits/retirement/adp-401k-essential.aspx: 1
- https://fidelity.com/retirement-ira/small-business/401k: 1
- https://fidelity.com/retirement-ira/small-business/401k-plans: 1
- https://forbes.com/advisor/retirement/best-401k-plans: 1
- https://joinhomebase.com/blog/who-are-the-best-small-business-401k-providers: 1
- https://reddit.com/r/Bogleheads/comments/18akgzn/recommendations_for_small_business_401k_providers: 1

## What it publishes

Every page fidelity.com exposes, read 2026-09-29: 4271 addresses. By kind, pages and the last 90 days:

- blog: 32 pages, 0 in the last 90 days, latest undated
- case study: 1 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 5 pages, 0 in the last 90 days, latest 2026-05-14
- conference or event: 10 pages, 0 in the last 90 days, latest undated
- report or ebook: 68 pages, 0 in the last 90 days, latest undated
- comparison: 75 pages, 0 in the last 90 days, latest 2024-08-27
- template or tool: 26 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 123 pages, 0 in the last 90 days, latest undated
- podcast or video: 7 pages, 0 in the last 90 days, latest 2024-01-23
- news or press: 53 pages, 0 in the last 90 days, latest undated
- Recent: 2026-05-14 webinar or virtual event: Insights live on demand https://www.fidelity.com/learning-center/wealth-management-insights/insights-live-on-demand
- Recent: 2024-08-27 comparison: Term life vs whole life insurance https://www.fidelity.com/learning-center/personal-finance/term-life-vs-whole-life-insurance
- Recent: 2024-01-23 podcast or video: Podcast preview https://www.fidelity.com/learning-center/money-unscripted/podcast-preview
- Recent: 2022-09-26 podcast or video: Fresh invest podcast actively seeking passive income https://www.fidelity.com/learning-center/trading-investing/fresh-invest-podcast-actively-seeking-passive-income
- Recent: 2020-09-02 webinar or virtual event: Options 101 webinar series recording https://www.fidelity.com/learning-center/investment-products/options/options-101-webinar-series-recording

## 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.