Zero of fourteen models named Zendesk AI Agents first on the direct prompt; zero named Zoho Desk. Zendesk AI Agents was named by fourteen of the fourteen models and Zoho Desk by eight and Zendesk AI Agents carries 35 labels and Zoho Desk 10, so the shares are not directly comparable.
Named in one category this edition.
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 AI IT support agents page.
Across every category in the October 2026 Edition, Zendesk AI Agents and Zoho Desk were named in the same answer eleven times, of the 87 answers naming Zendesk AI Agents and the 50 naming Zoho Desk. In those answers Zoho Desk took the first choice three times and Zendesk AI Agents zero.
| 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. Six of eight in this category shown.
“⚠️ Requires 2-3 week deployment (longer than competitors) ... Higher hallucination rate (~8-12%) reported in testing” Kimi K2 · negative prompt · soft negative
“failures plague many (e.g., Zendesk AI, Intercom Fin, early Moveworks/Aisera setups per reviews)” Grok 4.1 Fast · negative prompt · soft negative
“generally rated as more complex and enterprise-priced for true mid-market scale” Muse Glimmer 30B · direct prompt · soft negative
“the best fit is usually Freshworks (Freddy AI for ITSM) or Zendesk AI Agent” GPT-5.4 mini · budget prompt · first choice
“I'd recommend Zendesk AI if you want the safest all-around choice” Perplexity Sonar · paraphrase prompt · first choice
“Zendesk AI or Salesforce Agentforce are the top choices” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Zoho Desk - Best Overall Value ... Most affordable entry point with solid AI capabilities” Kimi K2 · budget prompt · first choice
“If you want ticketing software for almost nothing, get Zoho Desk (Express tier)” Gemini 3.5 Flash · budget prompt · first choice
“Zoho Desk – *Best Overall Value*” 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.