# Opslyft: how AI models rank it, October 2026

IT AI Recommendation Index, October 2026 Edition. Named in 1 judge labels across 1 categories by 1 of 14 models. Page: https://it-ai-index.com/vendors/opslyft/

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Cloud cost management | 0% | 75 | 100% | 1 |

## And against it

- "Cautions: Publicly available case studies for large cost-reduction figures are limited. Claims about workload reduction are not widely verified." (Muse Glimmer 30B, FinOps)

## Record

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