Seven of fourteen models named Rippling first on the direct prompt; one named Paylocity. Rippling was named by thirteen of the fourteen models and Paylocity by fourteen and Rippling carries 43 labels and Paylocity 31, so the shares are not directly comparable.
Named in twenty-nine 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.
Across every category in the October 2026 Edition, Rippling and Paylocity were named in the same answer 165 times, of the 1329 answers naming Rippling and the 282 naming Paylocity. In those answers Paylocity took the first choice six times and Rippling forty-six.
| 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.
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. 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.