| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| 360 feedback | Performance and talent management | 0% | 19 of 77 | 22% | 18 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-5.4 mini | 0 | 2 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 1 | 1 | 2 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Qualtrics is ideal if your organization wants standardized 360 cycles with robust cohort-level reporting” Mistral Small · 360 feedback · paraphrase prompt · alternative
“Best if you need deeper survey/employee-experience analytics and more enterprise-style workflows: Qualtrics” GPT-5.4 mini · 360 feedback · paraphrase prompt · alternative
“Best for analytics-heavy enterprise programs: Qualtrics.” GPT-5.4 mini · 360 feedback · comparative prompt · alternative
“Offers maximum flexibility and analytics depth” GLM 4.7 FlashX · 360 feedback · 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.
“You should strictly avoid using general-purpose polling tools—such as Microsoft Forms, Google Forms, SurveyMonkey, or Qualtrics—for formal 360-degree reviews.” Qwen 3.7 Flash · 360 feedback · negative prompt · hard negative
“enterprise-grade tools like Qualtrics or Medallia can be overly complex and expensive” Gemini 3.5 Flash · 360 feedback · paraphrase prompt · soft negative
“Qualtrics: Steep learning curve, high cost, complicated admin configuration” Kimi K2 · 360 feedback · negative prompt · soft negative
“Powerful for complex data; overkill for simple 360s.” Grok 4.1 Fast · 360 feedback · 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 44 of the 49 answers that named Qualtrics and are not a share of its labels.
207 of the 207 domain citations in answers naming Qualtrics 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 Qualtrics'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 Qualtrics, 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 qualtrics.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.