Rippling vs Factorial
Four of fourteen models named Rippling first on the direct prompt; zero named Factorial. Rippling was named by twelve of the fourteen models and Factorial by eight and Rippling carries 26 labels and Factorial 12, so the shares are not directly comparable.
Named in twenty-nine categories this edition.
Named in eleven 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 leave and absence management page.
By framing
RipplingFirst choices, of fourteen modelsFactorial
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 | | |
Rippling Factorial first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling on the left and Factorial on the right.The direct prompt
Rippling first, Factorial not the choice
4 of 14 modelsFactorial was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
5 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
Factorial4%#6 of 14Rippling0%#14 of 14Rippling11%#4 of 14Factorial4%#6 of 14What the models said about Rippling
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If you want a single recommendation, Rippling is the best fit when your leave management needs must integrate tightly with broader workforce systems.” Perplexity Sonar · direct prompt · first choice
What the models said about Factorial
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Factorial's deeper features can feel unpolished compared to more established tools, and customer support has been a mixed experience” Claude Haiku 4.5 · negative prompt · soft negative
“Factorial has received complaints about unilateral price doubling without notice” MiniMax M2.5 · negative prompt · soft negative
“Factorial if you want a broader HR platform with PTO as one part of a larger system” Perplexity Sonar · paraphrase prompt · first choice
“Deel HR or Factorial would be top recommendations” Mistral Small · paraphrase 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.