One of fourteen models named Culture Amp first on the direct prompt; zero named Teamflect. Culture Amp was named by fourteen of the fourteen models and Teamflect by ten and Culture Amp carries 54 labels and Teamflect 16, so the shares are not directly comparable.
Named in nine categories this edition.
Named in six 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 360 feedback 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 4.20 | ||||||
| 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. Three of three in this category shown.
“Avoid enterprise tools like Lattice, 15Five, or Culture Amp” Grok 4.20 · budget prompt · hard negative
“For Data-Driven Enterprises: Choose Culture Amp or HiBob if you need to tie feedback to business outcomes” Qwen 3.7 Flash · comparative prompt · first choice
“look for "Best Practice" platforms (such as Culture Amp, Lattice, Vantage Circle, or SurveyMonkey Enterprise)” Qwen 3.7 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Teamflect is the most frequently cited "value for money" free option for small business.” Muse Glimmer 30B · 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.