# Blackboard Ultra: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 1 category by 2 of 14 models. Page: https://www.gane.ai/index/hr/vendors/blackboard-ultra

## 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% | 60 | 50% | 2 |

## What the models said for it

- "Canvas, Brightspace (D2L), modern Blackboard Ultra." (Gemini 3.5 Flash, Learning management syst)

## And against it

- "Criticized for poor user experience and technical issues. Many institutions have moved away from it" (Mistral Small, Learning management syst)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| 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 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| 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 Blackboard Ultra, from 1 of the 2 answers that named it (only the models that return a source list).

### Domains cited

- elearningindustry.com: 1
- leadinglearning.com: 1
- learn.studio: 1
- linkedin.com: 1
- reddit.com: 1

### Pages cited

- https://elearningindustry.com/7-learning-management-system-pitfalls-avoid: 1
- https://leadinglearning.com/lms-pitfalls-to-avoid: 1
- https://learn.studio/choosing-the-right-lms-5-mistakes-organisations-make-and-how-to-avoid-them: 1
- https://linkedin.com/pulse/five-lms-traps-avoid-stella-lee-phd-: 1
- https://reddit.com/r/Professors/comments/1okviwd/whats_the_worst_lms/nmdhfh5: 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.