Zero of fourteen models named Zoho Desk first on the direct prompt; four named Freshservice. Zoho Desk was named by thirteen of the fourteen models and Freshservice by twelve and Zoho Desk carries 21 labels and Freshservice 31, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 HR help desk and case management page.
Across every category in the October 2026 Edition, Zoho Desk and Freshservice were named in the same answer thirteen times, of the 48 answers naming Zoho Desk and the 62 naming Freshservice. In those answers Freshservice took the first choice two times and Zoho Desk two.
| 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 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
“The Best All-Around Value: Zoho Desk ... this is widely considered the best budget option.” Qwen 3.7 Flash · budget prompt · first choice
“Top Recommendation: Zoho Desk ... consistently rated as the best budget option” DeepSeek V4 Flash · budget 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.
“I'd recommend Freshservice (by Freshworks) as a strong starting point for HR case management and an employee service portal” Grok 4.1 Fast · paraphrase prompt · first choice
“Choose Freshservice if you want a beautiful, unified IT/HR portal that is easy to implement and manage.” Gemini 3.5 Flash · paraphrase prompt · first choice
“HappyFox Help Desk and Freshservice are top picks for mid-market B2B companies” Mistral Small · 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.