Seven of twelve models named Freshdesk first on the direct prompt; zero named Zoho Desk. Both were named by all twelve models and Freshdesk carries 59 labels and Zoho Desk 31, so the shares are not directly comparable.
By Freshworks, San Mateo. Named in five categories this edition.
By Zoho Office Suite, India, India, founded 1996. Named in four 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.
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 six in this category shown.
“Verdict: Avoid if you value billing transparency, good support, or reliable reporting.” DeepSeek V4 Flash · negative prompt · hard negative
“Unauthorized renewals, hard-to-cancel subscriptions, surprise charges post-cancellation” Grok 4.1 Fast · negative prompt · hard negative
“Freshdesk - Moderate to High Risk” Mistral Small · negative prompt · hard negative
“For most mid-market B2B companies, Freshdesk is the best default — the strongest balance of capability, price, and ease of ownership.” DeepSeek V4 Flash · direct prompt · first choice
“For most mid-market B2B companies, Freshdesk offers the strongest balance of capability, scalability, and price.” Kimi K2 · direct prompt · first choice
“Start with Freshdesk for most mid-market B2B—it's the top "value for SMB/mid-market" pick across sources” Grok 4.1 Fast · direct 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.
“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
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.