Seven of twelve models named Freshdesk first on the direct prompt; two named Zendesk. Both were named by all twelve models and Freshdesk carries 59 labels and Zendesk 53, so the shares are not directly comparable.
By Freshworks, San Mateo. Named in five categories this edition.
San Francisco, United States, founded 2007. Named in eleven 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. 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
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.