Five of twelve models named Paylocity first on the direct prompt; zero named Gusto. Paylocity was named by eleven of the twelve models and Gusto by twelve and Paylocity carries 35 labels and Gusto 45, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in eighteen 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.
“here are the platforms you should be cautious about and why: ### 1. Paylocity ... claim the software causes significant errors in payroll processing” Qwen 3.7 Flash · negative prompt · hard negative
“multiple user discussions describe poor support and technical issues, so it is a candidate for extra due diligence” Perplexity Sonar · negative prompt · hard negative
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
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.