Fourteen of fourteen models named Freshservice first on the direct prompt; zero named Spiceworks Cloud Help Desk. Freshservice was named by fourteen of the fourteen models and Spiceworks Cloud Help Desk by ten and Freshservice carries 66 labels and Spiceworks Cloud Help Desk 10, so the shares are not directly comparable.
Named in nine categories this edition.
Named in three 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 IT service management page.
| 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. Four of four in this category shown.
“can outgrow the platform's configuration flexibility, and some customers report needing workarounds for highly custom approval chains” Claude Haiku 4.5 · negative prompt · soft negative
“Freshservice (Best All-Rounder) ... often the go-to recommendation for SMBs ... Start with Freshservice if you want the least amount of headache” Qwen 3.7 Flash · budget prompt · first choice
“Highly intuitive UI, exceptionally fast implementation, and excellent out-of-the-box AI features. Highly recommended for mid-market teams.” Gemini 3.5 Flash · scale prompt · first choice
“I'd recommend Freshservice as the best default choice if your priority is a modern IT service desk that is easy to adopt and manage.” Perplexity Sonar · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“Fine for tiny teams, but no SSO, limited user provisioning, and scaling issues—avoid if you have compliance needs.” DeepSeek V4 Flash · negative prompt · soft negative
“Overall best starter: Spiceworks—it's the most straightforward zero-barrier entry for limited budgets” Grok 4.1 Fast · budget prompt · first choice
“Spiceworks Cloud Help Desk if you want the lowest-cost entry point” Perplexity Sonar · budget prompt · first choice
“Very tight budget / small team: Spiceworks Cloud Help Desk” GPT-5.4 mini · 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.