Eleven of fourteen models named Culture Amp first on the direct prompt; one named Workleap Officevibe. Both were named by all fourteen models and Culture Amp carries 42 labels and Workleap Officevibe 35, so the shares are not directly comparable.
Named in thirteen categories this edition.
Named in two 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 Workleap Officevibe were named in the same answer fifty-two times, of the 385 answers naming Culture Amp and the 100 naming Workleap Officevibe. In those answers Workleap Officevibe took the first choice fourteen times and Culture Amp twelve.
| 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. Five of six in this category shown.
“don't shortlist Officevibe based on older $5-per-person pricing articles: Workleap's current published plans start at $4,999/year” GPT-6 Luna · budget prompt · hard negative
“a simpler, much more affordable alternative to Workleap (formerly Officevibe), which recently retired its popular free/cheap tier” Gemini 3.5 Flash · budget prompt · soft negative
“Workleap (Officevibe) at $5/user/month appears to be the best balance of features, affordability, and ease of use” MiniMax M2.5 · budget prompt · first choice
“Workleap Officevibe stands out as the best dedicated employee engagement platform for budget-conscious companies” Kimi K2 · budget prompt · first choice
“Officevibe is often cited as the best value for small budgets due to its low per-user cost and simplicity” Mistral Small · 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.