Two of twelve models named Zendesk first on the direct prompt; zero named HubSpot Service Hub. Both were named by all twelve models and Zendesk carries 53 labels and HubSpot Service Hub 32, so the shares are not directly comparable.
San Francisco, United States, founded 2007. Named in eleven 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, Zendesk and HubSpot Service Hub were named in the same answer ninety-four times, of the 341 answers naming Zendesk and the 192 naming HubSpot Service Hub. In those answers HubSpot Service Hub took the first choice one time and Zendesk eighteen.
| 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. Six of seven in this category shown.
“Verdict: Avoid unless you're a large enterprise with dedicated admin resources and budget for the full suite.” DeepSeek V4 Flash · negative prompt · hard negative
“Zendesk (Most Frequently Criticized)... Who to Avoid It: Small/mid-sized teams sensitive to costs” Grok 4.1 Fast · negative prompt · hard negative
“Avoid at This Budget Stage - Zendesk ... overpowered and overpriced for a small team” DeepSeek V4 Flash · budget prompt · hard negative
“The industry standard. Unmatched reporting, powerful SLA engines, and robust security. However, it can be expensive and require a dedicated administrator.” Gemini 3.5 Flash · scale prompt · first choice
“The Market Leader: Zendesk ... remains the most popular helpdesk software due to its massive scalability and app marketplace.” Qwen 3.7 Flash · comparative prompt · first choice
“the safest single recommendation is Zendesk if you need the most depth, customization, and scalability” Perplexity Sonar · direct 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.