Two of twelve models named Retently first on the direct prompt; one named Qualtrics. Retently was named by eight of the twelve models and Qualtrics by twelve and Retently carries 12 labels and Qualtrics 50, so the shares are not directly comparable.
Named in one category this edition.
Provo, United States, founded 2002. Named in two categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the customer feedback and surveys page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For B2B-Specific Focus: Retently offers separate B2B and Ecommerce tracks, each with tailored integrations” Claude Haiku 4.5 · paraphrase prompt · first choice
“Start with Retently (or SurveySparrow for a more budget-friendly, general option)” DeepSeek V4 Flash · direct prompt · first choice
“Top Recommendation: Retently ... best overall fit for a mid-sized B2B company” DeepSeek V4 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Major complaints: Extremely slow deployment (weeks or months), complex admin burden... Poor Trustpilot rating: ~1.2/5 with 67% one-star reviews” MiniMax M2.5 · negative prompt · hard negative
“Avoid for low budgets: ... Qualtrics, Medallia, and AskNicely \u2014 all skew enterprise-priced.” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid unless you are a Fortune 500 or academic institution with a dedicated CX team and budget.” GLM 4.7 FlashX · negative prompt · hard negative
“The best NPS and customer experience survey tools for mid-sized B2B companies include CustomerGauge, Qualtrics XM, Medallia, SAS Customer Experience, and GetFeedback.” Llama 4 Maverick · paraphrase prompt · first choice
“Choose Qualtrics or Medallia if you need enterprise-grade CX management, advanced analytics, and large-scale governance.” Perplexity Sonar · comparative prompt · first choice
“omnichannel feedback across the full customer journey warrants enterprise platforms like Qualtrics or Medallia” MiniMax M2.5 · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.