Learning experience platforms · October 2026 Edition
Docebo vs Udemy Business
Zero of fourteen models named Docebo first on the direct prompt; zero named Udemy Business. Docebo was named by fourteen of the fourteen models and Udemy Business by nine and Docebo carries 44 labels and Udemy Business 13, so the shares are not directly comparable.
Named in seven categories this edition.
Named in four categories this edition.
First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate30%69%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 10; printed, not drawn.
Labels4413A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Docebo reading right to left. Rank and label count are printed, not drawn.Absorb LMS was named alongside these two in eleven of the fourteen direct answers. 360Learning vs Docebo · 360Learning vs Udemy Business · GoSkills vs Docebo
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the learning experience platforms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DoceboFirst choices, of fourteen modelsUdemy Business
Direct001 against Docebo
Paraphrase103 against Docebo
Comparative101 against Docebo
Budget-constrained012 against Docebo · 1 against Udemy Business
Scale-constrained00
Negative006 against Docebo · 8 against Udemy Business
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Docebo and Udemy Business stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | ||||
| Grok 4.1 Fast | | | | |||
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | | |
| Kimi K2 | | | | | | |
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | ||||
| Muse Glimmer 30B | | |
Docebo Udemy Business first choice named as an alternative argued againstblank: not namedEach cell is one answer, Docebo on the left and Udemy Business on the right.The direct prompt
The plain question, one answer per model, grouped by where Docebo and Udemy Business stood in it.
Neither was the first choice, one was named
9 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5Learn Amp alternatives: 360Learning, Absorb LMS, Docebo
GPT-5.4 mini360Learning alternatives: Absorb LMS, CYPHER Learning, Degreed, Docebo, TalentLMS
Gemini 3.5 FlashLearnUpon alternatives: 360Learning, Absorb LMS, Continu, Docebo
Perplexity Sonar360Learning alternatives: Absorb LMS, Docebo, TalentLMS
Grok 4.1 FastAbsorb LMS alternatives: 360Learning, Docebo
Qwen 3.7 FlashAbsorb LMS alternatives: Docebo, iSpring Learn
Kimi K2360Learning, LearnUpon alternatives: Absorb LMS, Docebo, Litmos
GLM 4.7 FlashXAbsorb LMS alternatives: 360Learning, Adobe Learning Manager, Docebo, Go1, TalentLMS
GPT-6 Luna360Learning alternatives: Docebo, LearnUpon
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.Mistral SmallSAP SuccessFactors HCM, TalentLMS alternatives: LearnWorlds, Thinkific
DeepSeek V4 Flash360Learning alternatives: Absorb LMS, LearnUpon, TalentLMS
Llama 4 MaverickSAP SuccessFactors HCM alternatives: Kajabi, LearnDash, LearnWorlds, TalentLMS, Teachable, Thinkific
MiniMax M2.5Absorb LMS alternatives: Continu, GoSkills, Learn Amp, TalentLMS
Muse Glimmer 30BAbsorb LMS alternatives: Continu, Learn Amp
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Docebo0%#11 of 11Udemy Business0%#– of 11Mid-marketThe figures above
Level: the same share of first choices.
Docebo2%#6 of 10Udemy Business2%#8 of 10Enterprise
What the models said about Docebo
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Frequently cautioned against” DeepSeek V4 Flash · negative prompt · hard negative
“These platforms are the gold standards for massive global enterprises, but they present major roadblocks for smaller or leaner teams.” Gemini 3.5 Flash · negative prompt · soft negative
“Docebo is feature-rich and highly configurable, though that depth comes with a corresponding administrative learning curve” Claude Haiku 4.5 · comparative prompt · soft negative
“Docebo is widely considered the market leader in the LXP space.” GLM 4.7 FlashX · comparative prompt · first choice
What the models said about Udemy Business
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Udemy often criticized for uneven course vetting and frequent deep discounts that devalue content.” Grok 4.1 Fast · negative prompt · hard negative
“Udemy is flagged as less ideal because you do not control the experience” Perplexity Sonar · negative prompt · hard negative
“1.6 stars on Trustpilot - Technical glitches and freezing” GLM 4.7 FlashX · negative prompt · hard negative
Also compared
360Learning vs Docebo360Learning vs Udemy BusinessGoSkills vs DoceboGoSkills vs Udemy BusinessTalentLMS vs DoceboTalentLMS vs Udemy BusinessAbsorb LMS vs DoceboAbsorb LMS vs Udemy BusinessLearn Amp vs DoceboLearn Amp vs Udemy BusinessDocebo vs DegreedDegreed vs Udemy BusinessAll twenty-eight head-to-head pages and the full learning experience plat standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.