One of twelve models named Rippling first on the direct prompt; zero named When I Work. Rippling was named by eleven of the twelve models and When I Work by twelve and Rippling carries 21 labels and When I Work 24, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in five 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 workforce management suites 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“you've outgrown basic SMB tools like When I Work's free tier” DeepSeek V4 Flash · paraphrase prompt · soft negative
“start with Zoho People or When I Work... When I Work excels if your primary need is shift scheduling” MiniMax M2.5 · budget prompt · first choice
“For the absolute lowest cost, When I Work and Homebase are the most budget-friendly” 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.