Zero of twelve models named Gusto first on the direct prompt; zero named Paycor. Gusto was named by twelve of the twelve models and Paycor by eight and Gusto carries 45 labels and Paycor 12, so the shares are not directly comparable.
Named in eighteen categories this edition.
Named in sixteen 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 payroll software 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Gusto is the most popular all\u2011round choice for small businesses, offering a polished employee experience and built\u2011in HR/benefits.” GLM 4.7 FlashX · comparative prompt · first choice
“the platforms that most consistently earn positive feedback on simplicity and transparent pricing are Gusto (for small businesses)” DeepSeek V4 Flash · negative prompt · first choice
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 as the top complaint ... Unexpected hidden fees and price increases.” GLM 4.7 FlashX · negative prompt · hard negative
“Paycor - Paycor is an HCM software provider designed for mid-market and enterprise organizations” Claude Haiku 4.5 · 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.