# Canvas: how AI models rank it, October 2026

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

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| Board portals | 0% | 40 | 100% | 1 |

## And against it

- "In 2024, a bug exposed usernames, email addresses, and course information; a ransom was paid and data was deleted." (GLM 4.7 FlashX, Board portals)

## Record

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