| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Learning experience platforms | Learning and development | 11% | 4 of 80 | 14% | 37 | accepted challenger |
| Learning management systems | Learning and development | 5% | 5 of 74 | 15% | 33 | accepted challenger |
| Internal talent marketplace | Performance and talent management | 0% | 22 of 129 | 0% | 6 | under 10 labels · led by Fuel50 at 26% |
| Online course libraries | Learning and development | 0% | 20 of 73 | 0% | 6 | under 10 labels · led by Udemy Business at 32% |
| Course authoring tools | Learning and development | 0% | 28 of 86 | 20% | 5 | under 10 labels · led by Articulate 360 at 22% |
| Compliance training | Learning and development | 0% | 26 of 80 | 0% | 4 | under 10 labels · led by Traliant at 22% |
| Skills intelligence | Performance and talent management | 0% | 36 of 162 | 0% | 3 | under 10 labels · led by TalentGuard at 19% |
| Employee onboarding | Onboarding and employee experience | 0% | 80 of 104 | 100% | 1 | under 10 labels · led by BambooHR at 29% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 4 | 2 | 0 | 6 |
| GPT-5.4 mini | 2 | 2 | 0 | 0 | 4 |
| Gemini 3.5 Flash | 1 | 9 | 1 | 3 | 14 |
| Perplexity Sonar | 0 | 3 | 2 | 2 | 7 |
| Grok 4.1 Fast | 0 | 2 | 5 | 1 | 8 |
| Mistral Small | 1 | 3 | 7 | 1 | 12 |
| DeepSeek V4 Flash | 1 | 2 | 6 | 3 | 12 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 3 | 2 | 1 | 1 | 7 |
| Kimi K2 | 0 | 3 | 4 | 1 | 8 |
| GLM 4.7 FlashX | 0 | 6 | 3 | 0 | 9 |
| MiniMax M2.5 | 0 | 2 | 3 | 0 | 5 |
Verbatim evidence the judge attached to positive labels.
“The Best All-Around Enterprise-Grade LMS: Docebo ... Go with Docebo if you want a future-proof platform that grows with you.” Qwen 3.7 Flash · Learning management syst · paraphrase prompt · first choice
“Litmos and Docebo are often highlighted for their scalability, ease of integration, and comprehensive feature sets” Mistral Small · Learning experience plat · paraphrase prompt · first choice
“Choose Docebo or Continu if you are an enterprise seeking AI-driven personalization and scalability.” Qwen 3.7 Flash · Learning management syst · comparative prompt · first choice
“Docebo is the industry leader.... Best for External Customer & Partner Training (Extended Enterprise)” Gemini 3.5 Flash · Learning experience plat · direct prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Avoid enterprise LXPs (Degreed, Docebo, Cornerstone, Learnerbly, Skillsoft)” DeepSeek V4 Flash · Learning experience plat · budget prompt · hard negative
“Docebo is highly rated for corporate training, but it is often a trap for mid-sized or growing businesses that want custom-tailored user interfaces.” Gemini 3.5 Flash · Learning management syst · negative prompt · soft negative
“Docebo can be incredibly expensive... admins frequently complain about system bugs following platform updates” Gemini 3.5 Flash · Learning experience plat · negative prompt · soft negative
“heavily enterprise-focused. They typically operate on quote-only pricing with minimum license requirements” Gemini 3.5 Flash · Learning experience plat · budget prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 258 of the 320 answers that named Docebo and are not a share of its labels.
583 of the 715 domain citations in answers naming Docebo came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Docebo's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Docebo, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at docebo.com is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.