Zero of fourteen models named Zoho Desk first on the direct prompt; zero named HubSpot Service Hub. Zoho Desk was named by fourteen of the fourteen models and HubSpot Service Hub by thirteen and Zoho Desk carries 36 labels and HubSpot Service Hub 38, so the shares are not directly comparable.
Named in six categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in eight 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 customer support and helpdesk page.
Across every category in the October 2026 Edition, Zoho Desk and HubSpot Service Hub were named in the same answer forty-nine times, of the 136 answers naming Zoho Desk and the 255 naming HubSpot Service Hub. In those answers HubSpot Service Hub took the first choice three times and Zoho Desk nine.
| 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.
“The best overall value for a small to medium-sized business (SMB) that needs to handle multiple support channels.” GLM 4.7 FlashX · budget prompt · first choice
“Best Overall Value (SaaS): Zoho Desk ... the most robust hosted helpdesk you can get for the lowest price” Gemini 3.5 Flash · budget prompt · first choice
“More affordable at scale, AI included in price, better for Zoho ecosystem users” Kimi K2 · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Zapier notes a steep learning curve, a platform that can feel overwhatever overwhelming, and pricing that is expensive for its value” Perplexity Sonar · negative prompt · soft negative
“as a standalone helpdesk, it lacks the deep, granular ticketing workflows, robust queue management, and advanced SLA triggers” Gemini 3.5 Flash · 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.