When I Work vs Rippling
One of fourteen models named When I Work first on the direct prompt; two named Rippling. When I Work was named by fourteen of the fourteen models and Rippling by seven and When I Work carries 38 labels and Rippling 10, so the shares are not directly comparable.
Named in eight categories this edition.
Named in twenty-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 workforce scheduling page.
By framing
When I WorkFirst choices, of fourteen modelsRippling
Every model, every framing
| 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 | | | |
When I Work Rippling first choice named as an alternative argued againstblank: not namedEach cell is one answer, When I Work on the left and Rippling on the right.The direct prompt
When I Work first, Rippling not the choice
1 of 14 modelsRippling was named in the answer but not as the choice, or not at all.Rippling first, When I Work an alternative
2 of 14 modelsWhen I Work was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
When I Work19%#3 of 9Rippling0%#– of 9When I Work6%#4 of 11Rippling4%#6 of 11Rippling5%#– of 11When I Work0%#11 of 11What the models said about When I Work
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“or When I Work if you want excellent value with solid forecasting capabilities” Kimi K2 · direct prompt · first choice
“Why I'd lean toward When I Work if you can afford a small monthly spend” GPT-5.4 mini · budget prompt · first choice
“or When I Work which tends to have better small-business support” DeepSeek V4 Flash · negative prompt · first choice
What the models said about Rippling
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.