D2L Brightspace
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
TalentLMS is first at 73%.
TalentLMS is first at 40%. 0 of 14 models made it the first choice when asked directly.
Docebo is first at 46%.
Why models recommend it
“Best "modern academic all-rounder": Canvas or Brightspace.”GPT-5.4 mini · Comparative question · first choice
“Suited to mid-market organizations treating learning as a business-performance initiative, with strong analytics, governance, and scalability.”Perplexity Sonar · Direct question · alternative
“Superior analytics and adaptive learning — ideal for institutions that want to leverage learning data deeply”DeepSeek V4 Flash · Comparative question · alternative
“Best For: Higher Ed, K-12, and corporate training requiring strong accessibility and video support.”Gemini 3.5 Flash · Comparative question · alternative
What gives them pause
“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 · Negative question · warning
“Reviews describe it as "by far the worst most time consuming" LMS with "too many clicks," bugs, and poor navigation”Kimi K2 · Negative question · warning
“Brightspace or other enterprise suites for small organizations... feature complexity and add-on costs may overwhelm smaller teams”Perplexity Sonar · Negative question · warning
“Excessive clicks: Users complain that even simple tasks require navigating through too many steps.”DeepSeek V4 Flash · Negative question · warning
Also on the shortlist
The products named in the same answers as D2L Brightspace, over the 56 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 37 | 7 | View → | |
| 34 | 3 | View → | |
| 34 | 1 | View → | |
| 30 | 5 | View → | |
| 30 | 4 | View → | |
| 25 | 0 | View → | |
| 24 | 4 | View → | |
| 17 | 2 | View → | |
| 17 | 0 | View → | |
| 15 | 0 | View → |
What the models named instead of D2L Brightspace →
A side-by-side page exists where both products are among a category's top eight.
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 51 of the 56 answers that named D2L Brightspace and are not a share of its labels.
Domains cited
No domain is on file for D2L Brightspace, so its own site is not marked.
Pages cited
Pages are listed as the models cited them.
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 |