Eight of fourteen models named 15Five Engage first on the direct prompt; four named Culture Amp. Both were named by all fourteen models and 15Five Engage carries 44 labels and Culture Amp 48, so the shares are not directly comparable.
Named in two categories this edition.
Named in nine 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 November 2026 Edition, 15Five Engage and Culture Amp were named in the same answer eighty-five times, of the 121 answers naming 15Five Engage and the 416 naming Culture Amp. In those answers Culture Amp took the first choice eighteen times and 15Five Engage 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 4.20 | ||||||
| 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 five in this category shown.
“Avoid for Tight Budgets: ... 15Five” Grok 4.20 · budget prompt · hard negative
“15Five - Best for mid-market and enterprise HR teams that want performance reviews, OKRs, and engagement surveys in one per-user platform.” Llama 4 Maverick · paraphrase prompt · first choice
“Popular starting points include Culture Amp for insights depth or 15Five for integrated performance/engagement.” Grok 4.20 · scale prompt · first choice
“Top Overall Value: 15Five ... Start with 15Five if you want a balance of price and robust features.” Qwen 3.7 Flash · budget prompt · first choice
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
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.