Four of fourteen models named Culture Amp first on the direct prompt; one named Workleap Officevibe. Culture Amp was named by fourteen of the fourteen models and Workleap Officevibe by thirteen and Culture Amp carries 48 labels and Workleap Officevibe 35, so the shares are not directly comparable.
Named in nine categories this edition.
Named in one category 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 November 2026 Edition, Culture Amp and Workleap Officevibe were named in the same answer sixty times, of the 416 answers naming Culture Amp and the 91 naming Workleap Officevibe. In those answers Workleap Officevibe took the first choice eighteen times and Culture Amp six.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of four in this category shown.
“Avoid for Tight Budgets: ... Culture Amp” Grok 4.20 · budget prompt · hard negative
“Vendors that hide pricing — Platforms like CultureAmp and others require you to contact sales, with minimum annual spends around $4,500+ and 12-month minimum contracts” DeepSeek V4 Flash · negative prompt · soft negative
“Culture Amp (Best for Benchmarking and Insights) ... Advanced survey technology that compares your results against an industry-specific database” Qwen 3.7 Flash · comparative prompt · first choice
“Platforms like Culture Amp and Qualtrics offer scientifically tested question sets... (This is where Culture Amp and Qualtrics are strongest.)” DeepSeek V4 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Avoid for Tight Budgets: ... Workleap/Officevibe ($5K+/year min)” Grok 4.20 · budget prompt · hard negative
“If you have 10–100 employees and want a purpose-built solution: Go with Workleap (Officevibe).” DeepSeek V4 Flash · budget prompt · first choice
“I recommend considering Officevibe (now part of Workleap) or 15Five as top options” Mistral Small · paraphrase prompt · first choice
“Workleap balances affordability with features purpose-built for employee engagement” Claude Haiku 4.5 · budget 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.