Seven of fourteen models named Freshservice first on the direct prompt; one named HappyFox Help Desk. Freshservice was named by twelve of the fourteen models and HappyFox Help Desk by seven and Freshservice carries 31 labels and HappyFox Help Desk 12, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 November 2026 Edition, Freshservice and HappyFox Help Desk were named in the same answer twenty-two times, of the 80 answers naming Freshservice and the 27 naming HappyFox Help Desk. In those answers HappyFox Help Desk took the first choice one time and Freshservice four.
| 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. Three of four in this category shown.
“For most mid-market B2B companies, Freshservice offers the best balance of features, pricing, and ease of use specifically for HR service delivery.” MiniMax M2.5 · direct prompt · first choice
“Go with Freshservice for the best balance of cost, ease of deployment, and employee portal experience across HR and IT.” Gemini 3.5 Flash · paraphrase prompt · first choice
“Freshservice (by Freshworks) stands out as one of the best HR help desk/ticketing solutions for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“HappyFox — Capped at 5 agents on Basic plan, which limits mid-market scalability.” DeepSeek V4 Flash · direct prompt · hard negative
“Best for mid-market HR teams that want a polished ticketing UI.” Claude Haiku 4.5 · direct prompt · first choice
“Other options include LiveAgent, ManageEngine ServiceDesk Plus, Zoho Desk, and HappyFox Help Desk.” Llama 4 Maverick · direct prompt · alternative
“Other options include Freshservice, Jira Service Management, and HappyFox Help Desk.” Llama 4 Maverick · budget prompt · alternative
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.