| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer education and LMS | Customer | 0% | 19 of 81 | 14% | 7 | under 10 labels · led by TalentLMS at 33% |
| Community platforms | Customer | 0% | 70 of 74 | 100% | 1 | under 10 labels · led by Higher Logic Vanilla at 23% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.1 Fast | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 1 | 1 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“AI-native platforms: Disco (AI Canvas for program creation, Ask AI for instant Q&A)” Kimi K2 · Customer education · comparative prompt · alternative
“AI program creation with native community tools, modern, cohort + live + self-paced” GLM 4.7 FlashX · Customer education · comparative prompt · alternative
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.
“Top Platforms to Avoid ... 2. Disco — Approach with Caution ... Scores lowest overall among major platforms” Qwen 3.7 Flash · Community · negative prompt · hard negative
“Native community and academy features, but narrower enterprise LMS depth.” Perplexity Sonar · Customer education · comparative 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 9 of the 27 answers that named Disco and are not a share of its labels.
Fifty-six of the fifty-six domain citations in answers naming Disco came from somebody else's page.
Pages are listed as the models cited them.
From Wikidata, fetched September 14, 2026. These describe the company, not the product's standing, and a claimed page can dispute any of them. · Wikidata · LinkedIn
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 Disco'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 Disco, 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 discourse.org 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.