Zero of fourteen models named Zoho Desk first on the direct prompt; zero named Help Scout. Zoho Desk was named by fourteen of the fourteen models and Help Scout by twelve and both carry 36 labels, so the shares below are directly comparable.
Named in six categories this edition.
Boston, United States, founded 2011. Named in four 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 Help Scout were named in the same answer seventy-three times, of the 136 answers naming Zoho Desk and the 135 naming Help Scout. In those answers Help Scout took the first choice sixteen times and Zoho Desk fourteen.
| 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 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. Five of five in this category shown.
“good if ease of use matters most, but its starting price is higher at about $25/user/month” Perplexity Sonar · budget prompt · soft negative
“You have likely outgrown simple shared inbox tools (like basic Gmail or entry-tier Help Scout)” Gemini 3.5 Flash · scale prompt · soft negative
“Help Scout (Watch for performance and billing)” Grok 4.1 Fast · negative prompt · soft negative
“For the most features at a reasonable cost, Help Scout or Freshdesk are excellent choices.” Claude Haiku 4.5 · budget prompt · first choice
“Help Scout is a good mid-range option for teams wanting a balance between price and functionality.” Mistral Small · 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.