| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Customer feedback and surveys | Customer | 4% | 7 of 104 | 5% | 20 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 2 | 0 | 0 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 1 | 3 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 2 | 0 | 2 |
| Kimi K2 | 0 | 2 | 2 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 0 | 1 |
| MiniMax M2.5 | 1 | 0 | 1 | 0 | 2 |
Verbatim evidence the judge attached to positive labels.
“Best balance for most mid-sized B2B teams: AskNicely” GPT-5.4 mini · Feedback · paraphrase prompt · first choice
“I'd suggest starting with AskNicely or Delighted” MiniMax M2.5 · Feedback · paraphrase prompt · first choice
“if your company is more service-led and you care most about frontline coaching” Perplexity Sonar · Feedback · paraphrase prompt · alternative
“For Product Teams: Survicate or AskNicely for in-app feedback collection” GLM 4.7 FlashX · 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.
“Avoid for low budgets: ... AskNicely \u2014 all skew enterprise-priced.” DeepSeek V4 Flash · Feedback · budget prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 5 of the 37 answers that named AskNicely and are not a share of its labels.
Nineteen of the nineteen domain citations in answers naming AskNicely 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 AskNicely'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 AskNicely, 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 asknicely.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.