One of twelve models named Zoho Desk first on the direct prompt; zero named HR Acuity. Zoho Desk was named by twelve of the twelve models and HR Acuity by nine and Zoho Desk carries 18 labels and HR Acuity 10, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 help desk and case 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 four in this category shown.
“The best HR help desk software for a company with a limited budget is Zoho Desk, as it is considered the best budget option for small HR teams.” Llama 4 Maverick · budget prompt · first choice
“An affordable omnichannel helpdesk solution with HR-focused ticketing... free plan for 3 agents... Standard plans starting at $14/user/month.” Claude Haiku 4.5 · budget prompt · first choice
“Zoho Desk – Strong mid-market option with good automation, multi-channel support, and competitive pricing.” 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 four in this category shown.
“Best Overall for Mid-Market B2B: HR Acuity – Excellent for employee relations case management with defensible investigations and risk analytics.” MiniMax M2.5 · paraphrase prompt · first choice
“the consensus leader for mid-market to enterprise ER casework ... this is the top call” DeepSeek V4 Flash · paraphrase prompt · first choice
“### 1. HR Acuity (Best for case management focus)” Claude Haiku 4.5 · 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.