Five of fourteen models named Paylocity first on the direct prompt; zero named Jibble. Paylocity was named by thirteen of the fourteen models and Jibble by ten and Paylocity carries 22 labels and Jibble 17, 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 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 time and attendance 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. Two of two in this category shown.
“Paylocity is a strong fit for small and mid-sized businesses... If you need comprehensive HR integration with payroll, Paylocity is ideal” Claude Haiku 4.5 · paraphrase prompt · first choice
“Paylocity or ADP Workforce Now typically offer the best balance of features, integration, and scalability” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“For most budget-conscious businesses, Jibble offers the best combination of a genuinely free unlimited plan, robust attendance features, and a proven track record.” DeepSeek V4 Flash · budget prompt · first choice
“If you need zero cost and unlimited users with verification, Jibble and Clockify are the most commonly recommended.” Muse Glimmer 30B · budget prompt · first choice
“If you have a growing team and zero budget to spend on software, Jibble is the absolute best choice.” Gemini 3.5 Flash · budget 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.