# BenefitElect: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/benefitelect

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Benefits administration](https://www.gane.ai/index/hr/core/benefits-administration/index.md) | 0% | 66 | 100% | 2 |

## And against it

- "Explicit 2025 data breach notifications sent to affected individuals after suspicious activity on their systems" (Grok 4.20, Benefits administration)
- "Faced a data breach class action lawsuit exposing private data" (Kimi K2, Benefits administration)

## 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 | 1 | 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 | 1 | 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 | 0 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named BenefitElect, from 2 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- capterra.com: 2
- g2.com: 2
- insurancebusinessmag.com: 2
- reddit.com: 2
- trustpilot.com: 2
- apps.adp.com: 1
- bbgbroker.com: 1
- benefitfocus.com: 1
- businessolver.com: 1
- classaction.org: 1

### Pages cited

- https://insurancebusinessmag.com/us/news/benefits/healthcare-data-breaches-hit-record-pace-as-vendor-risk-surges-594767.aspx: 2
- https://trustpilot.com/review/paycor.com: 2
- https://apps.adp.com/en-US/apps/195376/ADP-Workforce-Now%C2%AE-Benefits-Administration/reviews: 1
- https://apps.adp.com/en-US/apps/195376/adp-workforce-now-benefits-administration/support: 1
- https://bbgbroker.com/common-benefits-administration-challenges-and-how-employers-can-solve-them: 1
- https://benefitfocus.com/sites/default/files/resources/buyer-s-guide-for-next-level-benefits-administration.pdf: 1
- https://businessolver.com/: 1
- https://capterra.com/benefits-administration-software: 1

## What it publishes

Every page benefitelect.com exposes, read 2026-09-29: 198 addresses. By kind, pages and the last 90 days:

- blog: 29 pages, 0 in the last 90 days, latest undated
- case study: 2 pages, 0 in the last 90 days, latest 2021-02-01
- report or ebook: 2 pages, 0 in the last 90 days, latest undated
- Recent: 2021-02-01 case study: Case study high tech staffing agency https://benefitelect.com/2021/02/16/case-study-high-tech-staffing-agency

## 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.
