One of fourteen models named Calamari first on the direct prompt; zero named Zoho People. Both were named by all fourteen models and Calamari carries 27 labels and Zoho People 28, so the shares are not directly comparable.
Named in one category this edition.
Named in fifteen 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“but slightly pricier—worth it if you need more features later” Grok 4.20 · budget prompt · soft negative
“I'd recommend starting with Calamari or Vacation Tracker for their excellent balance of features and pricing” GLM 4.7 FlashX · direct prompt · first choice
“My default pick: Calamari—assuming you want a dedicated PTO tool and already have an HRIS/payroll system.” GPT-6 Luna · paraphrase prompt · first choice
“Calamari | Best Overall | Excellent custom absence rules and flexibility” MiniMax M2.5 · comparative 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.
“G2 reviews for Zoho People specifically mention a "steep learning curve," "cluttered and complex" navigation, and limited customization options” GLM 4.7 FlashX · negative prompt · soft negative
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.