Five of fourteen models named Freshdesk first on the direct prompt; zero named Zoho Desk. Both were named by all fourteen models and Freshdesk carries 74 labels and Zoho Desk 36, so the shares are not directly comparable.
By Freshworks, San Mateo. Named in ten categories this edition.
Named in six 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, Freshdesk and Zoho Desk were named in the same answer 115 times, of the 303 answers naming Freshdesk and the 136 naming Zoho Desk. In those answers Zoho Desk took the first choice sixteen times and Freshdesk twenty-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. Six of seven in this category shown.
“Freshdesk (poor support, technical instability, billing surprises)” DeepSeek V4 Flash · negative prompt · hard negative
“Why be cautious: Recurrent complaints about authorization / email routing issues, limited documented PII redaction / data residency options on lower tiers” Muse Glimmer 30B · negative prompt · soft negative
“Several negative reviews cite: Poor customer support response times... However, it's important to note that Freshdesk is still used by many businesses” MiniMax M2.5 · negative prompt · soft negative
“Freshdesk offers the most accessible entry point with a genuinely useful free tier for up to 10 agents and competitive Growth pricing at $15/agent/month.” Muse Glimmer 30B · budget prompt · first choice
“The best customer support and helpdesk platform for a company with a limited budget is Freshdesk, Zoho Desk, or HelpDesk.” Llama 4 Maverick · budget prompt · first choice
“Best value / fastest time-to-value: Freshdesk Freshdesk is repeatedly called out as the mid-market value play.” Muse Glimmer 30B · direct 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.
“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
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.