| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Learning experience platforms | Learning and development | 0% | 77 of 80 | 100% | 3 | under 10 labels · led by Learn Amp at 28% |
| Learning management systems | Learning and development | 0% | 19 of 74 | 0% | 3 | under 10 labels · led by TalentLMS at 48% |
| Online course libraries | Learning and development | 0% | 39 of 73 | 0% | 2 | under 10 labels · led by Udemy Business at 32% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| 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 | 1 | 1 | 1 | 3 |
| 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 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Simple, Google-integrated training | Basic (no advanced SCORM/reports); education-focused” Grok 4.1 Fast · Learning management syst · budget 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.
“Lacks robust reporting, compliance tools, role-based access—not built for corporate (better for classrooms).” Grok 4.1 Fast · Learning experience plat · budget prompt · soft negative
“lowest-cost alternatives mentioned, but they are less polished as business training platforms” Perplexity Sonar · Learning experience plat · budget prompt · soft negative
“Free for basic learning needs, though more limited in features” Claude Haiku 4.5 · 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 15 of the 16 answers that named Google Classroom and are not a share of its labels.
Seventy-seven of the seventy-seven domain citations in answers naming Google Classroom 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 Google Classroom'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 Google Classroom, 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 google.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.