Two of fourteen models named Rippling first on the direct prompt; one named Paychex PEO. Both were named by all fourteen models and Rippling carries 39 labels and Paychex PEO 36, so the shares are not directly comparable.
Named in thirty-three categories this edition.
Named in one category 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 4.20 | ||||||
| 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 |
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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Many others (e.g., TriNet, ADP TotalSource, Insperity, Paychex) require custom quotes” Grok 4.20 · budget prompt · soft negative
“quote by % of payroll or custom pricing and typically start at 2-6% of payroll” Muse Glimmer 30B · budget prompt · soft negative
“Paychex: 5.2/10 ... worth extra due diligence” Kimi K2 · negative prompt · soft negative
“ADP TotalSource and Paychex PEO are the most commonly recommended mainstream picks” Muse Glimmer 30B · direct prompt · first choice
“Worth comparing if you want a customizable PEO or may need broader payroll options, though pricing generally requires a quote.” Perplexity Sonar · budget prompt · alternative
“Customizable services, remote compliance across all 50 states, lower-cost coverage | Midsize businesses” Kimi K2 · direct prompt · alternative
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.