Two of fourteen models named Jira Service Management first on the direct prompt; zero named Spiceworks Cloud Help Desk. Jira Service Management was named by fourteen of the fourteen models and Spiceworks Cloud Help Desk by ten and Jira Service Management carries 64 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. Five of six in this category shown.
“good fit for Atlassian-centric teams, but the listed drawbacks are limited mobile functionality, complex setup for beginners, and expensive higher-tier plans” Perplexity Sonar · negative prompt · soft negative
“If you try to run JSM as a standalone ITSM tool in a non-developer-heavy organization, it often feels clunky and disconnected.” Gemini 3.5 Flash · negative prompt · soft negative
“The two most prominent contenders for this segment are Freshservice and Atlassian\u2019s Jira Service Management (JSM)” Qwen 3.7 Flash · direct prompt · first choice
“Freshservice and Jira Service Management often hit the sweet spot for mid-market B2B companies” MiniMax M2.5 · direct prompt · first choice
“Best overall for a limited budget: Start with Jira Service Management (free up to 10 agents)” MiniMax M2.5 · budget 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.