Gusto vs Rippling
Zero of fourteen models named Gusto first on the direct prompt; four named Rippling. Both were named by all fourteen models and Gusto carries 44 labels and Rippling 42, so the shares are not directly comparable.
Named in twenty-four 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 benefits administration page.
By framing
GustoFirst choices, of fourteen modelsRippling
Across every category in the October 2026 Edition, Gusto and Rippling were named in the same answer 512 times, of the 926 answers naming Gusto and the 1329 naming Rippling. In those answers Rippling took the first choice fifty-nine times and Gusto 147.
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 | | | | | |
Gusto Rippling first choice named as an alternative argued againstblank: not namedEach cell is one answer, Gusto on the left and Rippling on the right.The direct prompt
Rippling first, Gusto an alternative
4 of 14 modelsGusto 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
Gusto62%#1 of 14Rippling13%#2 of 14Rippling6%#5 of 12Gusto0%#12 of 12What the models said about Gusto
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Poor Customer Support: Limited communication options and difficulty reaching representatives” GLM 4.7 FlashX · negative prompt · hard negative
“Gusto stands out as one of the top recommendations for benefits administration, especially among small businesses” Grok 4.1 Fast · budget prompt · first choice
What 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.
“I wouldn't make it my default *standalone* enrollment add-on if you plan to keep a different HRIS, since Rippling says its benefits product does not work with other HR systems” GPT-6 Luna · paraphrase prompt · soft negative
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.