Three of twelve models named Paylocity first on the direct prompt; zero named BambooHR. Paylocity was named by ten of the twelve models and BambooHR by twelve and Paylocity carries 20 labels and BambooHR 31, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in twenty-four 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 HR compliance and policy management 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. Three of three in this category shown.
“Was sued by DrinkPAK for software errors that allegedly caused wage and hour violations, leading to two class-action settlements” Kimi K2 · negative prompt · hard negative
“Highly rated for mid-market payroll and HR, offering compliance dashboards, ACA compliance, tax management” Mistral Small · direct prompt · first choice
“1. ADP Workforce Now 2. Paylocity These software options are designed for midsize and large businesses” Llama 4 Maverick · 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.