| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Online course libraries | Learning and development | 0% | 42 of 73 | 29% | 7 | under 10 labels · led by Udemy Business at 32% |
| Skills intelligence | Performance and talent management | 0% | 29 of 162 | 0% | 4 | under 10 labels · led by TalentGuard at 19% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| Perplexity Sonar | 0 | 0 | 2 | 1 | 3 |
| Grok 4.1 Fast | 0 | 0 | 1 | 1 | 2 |
| 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 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 1 | 1 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Compliance & skills mapping | OpenSesame, ClearCompany” GLM 4.7 FlashX · Skills intelligence · comparative prompt · first choice
“OpenSesame (For HR-led LMS Integration): ... you want to choose from a vast, diverse marketplace of compliance, safety, and business courses” Gemini 3.5 Flash · Online course libraries · paraphrase prompt · alternative
“Pay-per-course flexibility | 35,000+ courses ... Excellent if you want to cherry-pick topics” GLM 4.7 FlashX · Online course libraries · paraphrase prompt · alternative
“OpenSesame is best for workforce upskilling, compliance, and skills mapping” Claude Haiku 4.5 · Skills intelligence · 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.
“OpenSesame: Vast library (20k+ courses), but users report ineffective/engaging courses, inadequate reporting, limited technical topics, language gaps, slow site, and SCORM/lab issues” Grok 4.1 Fast · Online course libraries · negative prompt · hard negative
“aggregator-style libraries can prioritize quantity over curation” Perplexity Sonar · Online course libraries · 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 27 of the 31 answers that named OpenSesame and are not a share of its labels.
Ninety-five of the 107 domain citations in answers naming OpenSesame 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 OpenSesame'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 OpenSesame, 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 opensesame.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.