# SumTotal: how AI models rank it, September 2026

HR AI Recommendation Index, September 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 12 models. Page: https://hr-ai-index.com/vendors/sumtotal/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Learning experience platforms | 0% | 58 | 100% | 1 |
| Learning management systems | 0% | 71 | 100% | 1 |

## And against it

- "Unless you are a massive Fortune 500 company with a dedicated team of full-time LMS administrators, you should avoid them." (Gemini 3.5 Flash, Learning management syst)
- "Long-term roadmap is unclear as Cornerstone integrates it." (Kimi K2, Learning experience plat)

## Record

- Method: https://hr-ai-index.com/methodology/
- Raw judge labels and full responses: https://hr-ai-index.com/data/
- License: CC BY 4.0. Cite as HR AI Recommendation Index, September 2026 Edition, hr-ai-index.com.