# Canvas: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 5 judge labels across 3 categories by 5 of 14 models. Page: https://www.gane.ai/index/hr/vendors/canvas

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Candidate assessment](https://www.gane.ai/index/hr/talent/candidate-assessment/index.md) | 0% | 65 | 33% | 3 |
| [Course authoring tools](https://www.gane.ai/index/hr/learning/course-authoring-tools/index.md) | 0% | 47 | 0% | 1 |
| [Internal communications and intranet](https://www.gane.ai/index/hr/experience/internal-communications-and-intranet/index.md) | 0% | 54 | 0% | 1 |

## What the models said for it

- "Look for LMSs that offer exportable SCORM/xAPI packages (e.g., Moodle, Canvas, Totara)" (GLM 4.7 FlashX, Course authoring tools)
- "choose Canvas if an institutional LMS is already in place" (Perplexity Sonar, Candidate assessment)

## And against it

- "including ETS in California, Canvas/Instructure, and PowerSchool-related incidents" (GPT-5.4 mini, Candidate assessment)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Canvas, from 7 of the 9 answers that named it (only the models that return a source list).

### Domains cited

- spotsaas.com: 3
- getapp.com: 2
- gitnux.org: 2
- sigmadax.com: 2
- testtrick.com: 2
- topbusinesssoftware.com: 2
- unstop.com: 2
- us.fitgap.com: 2
- xobin.com: 2
- airframe.ai: 1

### Pages cited

- https://sigmadax.com/best/assessments-software: 2
- https://spotsaas.com/category/assessment-software: 2
- https://airframe.ai/product/workera-ai/analysis: 1
- https://apsacademy.gov.au/learning-experiences/resources/authoring-tools: 1
- https://arbisoft.com/blogs/edtech-platform-types-explained: 1
- https://bangaloreorbit.com/blog/top-10-candidate-assessment-tools-features-pros-cons-comparison: 1
- https://capterra.co.uk/directory/31117/assessment/software: 1
- https://capterra.com/assessment-software: 1

## 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.