# Canvas – Instructure: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Learning management systems | 0% | 20 | 0% | 1 |

## What the models said for it

- "The reliable default for universities on integrations and scale. Described as the best overall for universities with cloud reliability and the deepest LTI and SIS integration ecosystem." (Muse Glimmer 30B, Learning management syst)

## 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, October 2026 Edition, hr-ai-index.com.