| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer education and LMS | Customer | 21% | 2 of 81 | 5% | 43 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 1 | 2 | 1 | 0 | 4 |
| Gemini 3.5 Flash | 2 | 2 | 0 | 0 | 4 |
| Perplexity Sonar | 2 | 1 | 0 | 0 | 3 |
| Grok 4.1 Fast | 0 | 4 | 1 | 0 | 5 |
| Mistral Small | 1 | 2 | 2 | 0 | 5 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 1 | 2 | 0 | 3 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 3 | 1 | 1 | 5 |
| GLM 4.7 FlashX | 2 | 1 | 0 | 0 | 3 |
| MiniMax M2.5 | 1 | 0 | 2 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“my default recommendation would be LearnUpon if your main goal is customer training / extended enterprise learning” GPT-5.4 mini · Customer education · paraphrase prompt · first choice
“A very popular mid-market choice with excellent multi-tenant "portal" features” Gemini 3.5 Flash · Customer education · scale prompt · first choice
“I'd recommend LearnUpon as the safest all-around choice” Perplexity Sonar · Customer education · paraphrase prompt · first choice
“I recommend LearnUpon as the best overall choice” Mistral Small · Customer education · 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 tools (Skilljar, Docebo, LearnUpon, Thought Industries)” DeepSeek V4 Flash · Customer education · budget prompt · hard negative
“No native content authoring ... Per-portal pricing adds up” Kimi K2 · Customer education · negative 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 20 of the 97 answers that named LearnUpon and are not a share of its labels.
Seventy of the seventy domain citations in answers naming LearnUpon 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 LearnUpon'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 LearnUpon, 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 learnupon.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.