Three of fourteen models named Paychex PEO first on the direct prompt; two named Rippling. Paychex PEO was named by thirteen of the fourteen models and Rippling by eleven and Paychex PEO carries 26 labels and Rippling 22, so the shares are not directly comparable.
Named in one category 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 PEO providers 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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. Five of six in this category shown.
“Paychex is more prone to a-la-carte "nickel-and-diming" ... make sure the quote is all-inclusive.” Gemini 3.5 Flash · budget prompt · soft negative
“Lower ratings (3.69 and 3.80 respectively), described as lacking "PEO-specialist depth"” Kimi K2 · negative prompt · soft negative
“Paychex PEO – Highly rated for midsize businesses, offering payroll, benefits, compliance, workers’ comp, and HR guidance in a single, well-supported setup.” Mistral Small · paraphrase prompt · first choice
“Paychex PEO - a solid PEO solution that helps companies of any size, from small businesses to midsized or enterprise level.” Llama 4 Maverick · direct prompt · first choice
“Best for: Midsize businesses ... Offers comprehensive PEO solutions suitable for companies of various sizes” MiniMax M2.5 · direct prompt · first choice
No label in this category carried a quote.
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.