Three of twelve models named Paylocity first on the direct prompt; zero named Trainual. Paylocity was named by ten of the twelve models and Trainual by ten and Paylocity carries 20 labels and Trainual 10, so the shares are not directly comparable.
Named in twenty categories this edition.
Named in 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Trainual is particularly well-suited for small to mid-sized teams that want to combine employee handbooks with onboarding, SOPs, and training” Claude Haiku 4.5 · paraphrase prompt · first choice
“or Trainual if you want to combine handbook management with training and onboarding workflows” MiniMax M2.5 · paraphrase prompt · first choice
“Best overall for a living, trained handbook: Trainual” GLM 4.7 FlashX · paraphrase 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.