# Alight Solutions: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 3 categories by 8 of 14 models. Page: https://www.gane.ai/index/hr/vendors/alight-solutions

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Flexible benefits and lifestyle spending accounts](https://www.gane.ai/index/hr/rewards/flexible-benefits-and-lifestyle-spending-accounts/index.md) | 0% | 16 | 0% | 7 |
| [Benefits administration](https://www.gane.ai/index/hr/core/benefits-administration/index.md) | 0% | 53 | 33% | 3 |
| [401(k) providers](https://www.gane.ai/index/hr/rewards/401k-providers/index.md) | 0% | 42 | 0% | 1 |

## What the models said for it

- "Rippling / Alight (for scaling/mid-market to enterprise) offer better modern integration standards" (Gemini 3.5 Flash, Flexible benefits)
- "Alight, Dayforce (Ceridian), or UKG: Enterprise-scale with better support for core + flexible benefits." (Grok 4.20, Flexible benefits)
- "For large organizations needing deep integration and AI: Alight" (Mistral Small, Flexible benefits)
- "Alight is ideal for companies focused on health outcomes." (GLM 4.7 FlashX, Flexible benefits)

## And against it

- "Subject of a Department of Labor investigation and subpoena related to cybersecurity incidents" (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 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| 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 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 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 Alight Solutions, from 69 of the 70 answers that named it (only the models that return a source list).

### Domains cited

- joinforma.com: 38
- guideflow.com: 30
- g2.com: 29
- capterra.com: 19
- leadchangegroup.com: 18
- hibob.com: 17
- getwplinks.com: 16
- alight.com: 13 (its own site)
- hrtechsaas.com: 13
- peoplemanagingpeople.com: 13

### Pages cited

- https://joinforma.com/resources/employee-benefits-platform-providers: 32
- https://guideflow.com/blog/benefits-administration-software: 22
- https://joinforma.com/resources/best-personalized-benefits-platforms: 18
- https://hibob.com/blog/best-benefits-administration-software: 17
- https://getwplinks.com/best-employee-benefits-software-20-top-platforms-compared-for-hr-teams: 16
- https://capterra.com/benefits-administration-software: 15
- https://guideflow.com/blog/benefits-support-software: 15
- https://g2.com/categories/benefits-administration: 12

## In its own words

What Alight Solutions's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Monthly and quarterly Alight Solutions 401(k) Index Reports (https://www.alight.com/thought-leadership/alight-solutions-401-k-index-reports)
- For: 401(k) investors (https://www.alight.com/thought-leadership/alight-solutions-401k-index-may-2020)

## 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.