Zero of twelve models named Workleap Officevibe first on the direct prompt; three named Lattice. Both were named by all twelve models and Workleap Officevibe carries 31 labels and Lattice 36, so the shares are not directly comparable.
Named in one category this edition.
Named in nineteen categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
| 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 |
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 four in this category shown.
“I'd usually recommend Workleap Officevibe as the best default choice for an employee pulse survey tool.” GPT-5.4 mini · paraphrase prompt · first choice
“the best employee engagement survey platforms are FeedbackPulse and Officevibe (Workleap)” Mistral Small · budget prompt · first choice
“Workleap (Officevibe) or FeedbackPulse are generally recommended over enterprise giants” Qwen 3.7 Flash · budget prompt · first choice
No label in this category carried a quote.
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.