Eleven of fourteen models named Culture Amp first on the direct prompt; zero named Qualtrics EmployeeXM. Culture Amp was named by fourteen of the fourteen models and Qualtrics EmployeeXM by seven and Culture Amp carries 42 labels and Qualtrics EmployeeXM 11, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 employee engagement surveys page.
Across every category in the October 2026 Edition, Culture Amp and Qualtrics EmployeeXM were named in the same answer eighty-two times, of the 385 answers naming Culture Amp and the 94 naming Qualtrics EmployeeXM. In those answers Qualtrics EmployeeXM took the first choice eleven times and Culture Amp twenty-four.
| 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Six of six in this category shown.
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics—they're excellent but priced for enterprise” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid "Enterprise Trap" Tools Platforms like Culture Amp ... high minimum annual contracts” Qwen 3.7 Flash · budget prompt · hard negative
“avoid platforms with $4,000+ annual minimums like Lattice/Culture Amp” GLM 4.7 FlashX · budget prompt · hard negative
“the most-cited dedicated employee experience platform for this segment... Want best-in-class survey science + benchmarks and analytics: Culture Amp.” Muse Glimmer 30B · direct prompt · first choice
“The gold standard for people science and analytics. Highly robust, excellent benchmarking, but can be on the pricier/more complex side.” Gemini 3.5 Flash · scale prompt · first choice
“Culture Amp and Officevibe are top choices due to their strong analytics, ease of use, and focus on actionable insights” Mistral Small · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Avoid platforms like Culture Amp, Leapsome, or Qualtrics” DeepSeek V4 Flash · budget prompt · hard negative
“you cannot afford to spend months on enterprise implementation (like Qualtrics)” Gemini 3.5 Flash · direct prompt · soft negative
“Rather than paying for enterprise-level suites like Culture Amp or Qualtrics” Gemini 3.5 Flash · budget prompt · soft negative
“platforms like Culture Amp, Lattice, and Qualtrics often provide the best balance of features and support” GLM 4.7 FlashX · scale prompt · first choice
“if you need deeper survey logic, more advanced research-style analytics, or you're closer to enterprise complexity” GPT-5.4 mini · direct prompt · alternative
“if you need enterprise-grade analytics ... and you're okay with more complexity” GPT-5.4 mini · paraphrase prompt · alternative
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.