Seven of fourteen models named BambooHR first on the direct prompt; four named Rippling. BambooHR was named by fourteen of the fourteen models and Rippling by twelve and BambooHR carries 47 labels and Rippling 26, so the shares are not directly comparable.
Named in twenty-eight categories this edition.
Named in twenty-nine 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 leave and absence management page.
Across every category in the October 2026 Edition, BambooHR and Rippling were named in the same answer 580 times, of the 1165 answers naming BambooHR and the 1329 naming Rippling. In those answers Rippling took the first choice eighty-two times and BambooHR 107.
| 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. Three of three in this category shown.
“Avoid "All-in-One" HR software (like BambooHR or Gusto) for just leave management.” Qwen 3.7 Flash · budget prompt · hard negative
“BambooHR describes features such as requests, approvals, balances, and a time-off calendar; verify that those meet your needs rather than assuming a time-off feature covers complex leave administration” GPT-6 Luna · negative prompt · soft negative
“BambooHR is widely considered the industry standard for the mid-market segment... It is the safest bet for general mid-market operations.” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If you want a single recommendation, Rippling is the best fit when your leave management needs must integrate tightly with broader workforce systems.” Perplexity Sonar · direct 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.