# D2L Brightspace: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 23 judge labels across 2 categories by 14 of 14 models. Page: https://www.gane.ai/index/hr/vendors/d2l-brightspace

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Learning management systems](https://www.gane.ai/index/hr/learning/learning-management-systems/index.md) | 0% | 10 | 17% | 18 |
| [Learning experience platforms](https://www.gane.ai/index/hr/learning/learning-experience-platforms/index.md) | 0% | 73 | 40% | 5 |

## What the models said for it

- "Best "modern academic all-rounder": Canvas or Brightspace." (GPT-5.4 mini, Learning management syst)
- "Suited to mid-market organizations treating learning as a business-performance initiative, with strong analytics, governance, and scalability." (Perplexity Sonar, Learning management syst)
- "Superior analytics and adaptive learning — ideal for institutions that want to leverage learning data deeply" (DeepSeek V4 Flash, Learning management syst)
- "Best For: Higher Ed, K-12, and corporate training requiring strong accessibility and video support." (Gemini 3.5 Flash, Learning management syst)

## And against it

- "Don't choose that specific experience as a long-term foundation. D2L announced it will reach end of use in June 2029" (GPT-6 Luna, Learning experience plat)
- "Reviews describe it as "by far the worst most time consuming" LMS with "too many clicks," bugs, and poor navigation" (Kimi K2, Learning management syst)
- "Brightspace or other enterprise suites for small organizations... feature complexity and add-on costs may overwhelm smaller teams" (Perplexity Sonar, Learning management syst)
- "Excessive clicks: Users complain that even simple tasks require navigating through too many steps." (DeepSeek V4 Flash, Learning management syst)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 1 | 2 |
| Grok 4.20 | 0 | 1 | 1 | 0 | 2 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 2 | 3 |
| Llama 4 Maverick | 0 | 1 | 1 | 0 | 2 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 1 | 2 |
| Muse Glimmer 30B | 0 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named D2L Brightspace, from 51 of the 56 answers that named it (only the models that return a source list).

### Domains cited

- forbes.com: 22
- g2.com: 22
- capterra.com: 17
- d2l.com: 17
- goskills.com: 15
- peoplemanagingpeople.com: 14
- talentedlearning.com: 13
- selecthub.com: 11
- softwareadvice.com: 10
- buildempire.co.uk: 9

### Pages cited

- https://forbes.com/advisor/business/software/best-enterprise-learning-management-system: 13
- https://growthengineering.co.uk/best-enterprise-lms: 9
- https://d2l.com/blog/choosing-an-lms: 8
- https://capterra.com/resources/best-lms-corporate-training: 7
- https://forbes.com/advisor/business/the-best-learning-management-systems: 7
- https://goskills.com/resources/learning-experience-platforms: 7
- https://peoplemanagingpeople.com/tools/best-enterprise-learning-management-system: 7
- https://selecthub.com/learning-management/most-popular-lms: 7

## 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.