Zero of twelve models named Zoho Desk first on the direct prompt; zero named HubSpot Service Hub. Both were named by all twelve models and Zoho Desk carries 31 labels and HubSpot Service Hub 32, so the shares are not directly comparable.
By Zoho Office Suite, India, India, founded 1996. Named in four categories this edition.
By HubSpot, Cambridge, United States, founded 2006. Named in seven 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 customer support and helpdesk page.
Across every category in the September 2026 Edition, Zoho Desk and HubSpot Service Hub were named in the same answer fifty-nine times, of the 142 answers naming Zoho Desk and the 192 naming HubSpot Service Hub. In those answers HubSpot Service Hub took the first choice three times and Zoho Desk thirteen.
| 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. Five of five in this category shown.
“Account suspension threats despite their errors, very slow/unhelpful support (e.g., Reddit calls it "worst ever")” Grok 4.1 Fast · negative prompt · hard negative
“Implementation hurdles ... Dated interface ... Integration challenges” MiniMax M2.5 · negative prompt · soft negative
“Zoho Desk stands out as the best overall customer support and helpdesk platform for companies with a limited budget.” Grok 4.1 Fast · budget prompt · first choice
“A strong fit when budget is constrained but teams still need serious automation and reporting capabilities” Claude Haiku 4.5 · budget prompt · first choice
“The best customer support and helpdesk platform for a company with a limited budget is Zoho Desk” Llama 4 Maverick · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Platforms to approach with caution: HubSpot Service Hub or basic ticketing platforms (when used for retail/e-commerce).” Gemini 3.5 Flash · negative prompt · soft negative
“may be worth considering, but they are usually better fits for very small teams or basic needs” Perplexity Sonar · budget prompt · soft negative
“HubSpot Service Hub offers the best starting point because it's truly free and scalable” Qwen 3.7 Flash · budget 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.