Two of fourteen models named ADP first on the direct prompt; one named Paylocity. ADP was named by thirteen of the fourteen models and Paylocity by fourteen and ADP carries 30 labels and Paylocity 31, so the shares are not directly comparable.
Named in fourteen categories this edition.
Named in twenty 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 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 | ||||||
| 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. Four of five in this category shown.
“Severe customer support issues ... Payroll processing failures — missed payrolls, tax filings not submitted” DeepSeek V4 Flash · negative prompt · hard negative
“If your B2B business is mature, growing rapidly, or faces strict regulatory environments, ADP Workforce Now is the safer long-term investment.” Qwen 3.7 Flash · paraphrase prompt · first choice
“ADP is especially noted for being a tried and tested system for mid-sized companies operating across multiple states” Mistral Small · paraphrase prompt · first choice
“I'd most often recommend ADP if your priorities are multi-state payroll, scalability, and a proven system.” Perplexity Sonar · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Be cautious with these payroll platforms... Paylocity: Frequent complaints about poor customer service, glitchy platform” Grok 4.1 Fast · negative prompt · hard negative
“Paylocity - Some users have reported subpar customer support and technical issues with the platform.” Llama 4 Maverick · negative prompt · hard negative
“Unresponsive customer support ... Glitchy software that's difficult to navigate” DeepSeek V4 Flash · negative prompt · hard negative
“Paylocity: Highly rated for its balance of flexibility, HR tools, and ease of use in the mid-market space.” Qwen 3.7 Flash · scale 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.