Rippling vs Gusto
Nine of fourteen models named Rippling first on the direct prompt; zero named Gusto. Both were named by all fourteen models and Rippling carries 44 labels and Gusto 26, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in twenty-one 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 HR compliance and policy management page.
By framing
RipplingFirst choices, of fourteen modelsGusto
Across every category in the November 2026 Edition, Rippling and Gusto were named in the same answer 522 times, of the 1650 answers naming Rippling and the 855 naming Gusto. In those answers Gusto took the first choice 130 times and Rippling seventy-one.
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 4.20 | | | | |||
| 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 Gusto first choice named as an alternative argued againstblank: not namedEach cell is one answer, Rippling on the left and Gusto on the right.The direct prompt
Rippling first, Gusto not the choice
9 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
3 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
2 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
Rippling18%#1 of 14Gusto11%#4 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.
“What to Avoid on a Tight Budget ... Rippling – Powerful but priced for mid-market” DeepSeek V4 Flash · budget prompt · hard negative
What the models said about Gusto
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Tax deposit failures: Multiple users report Gusto making late payroll tax deposits, resulting in IRS penalties” Kimi K2 · negative prompt · hard negative
“Gusto (Be Cautious, Especially for Payroll/Tax Compliance) ... $8,000 IRS penalty example” DeepSeek V4 Flash · negative prompt · hard negative
“Gusto and SixFifty are frequently highlighted as the best value, with Gusto being especially popular for its ease of use and all-in-one approach” 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.