Zero of fourteen models named Spiceworks Cloud Help Desk first on the direct prompt; zero named SolarWinds Service Desk. Spiceworks Cloud Help Desk was named by ten of the fourteen models and SolarWinds Service Desk by eight and Spiceworks Cloud Help Desk carries 10 labels and SolarWinds Service Desk 14, so the shares are not directly comparable.
Named in three 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.
Across every category in the October 2026 Edition, Spiceworks Cloud Help Desk and SolarWinds Service Desk were named in the same answer ten times, of the 34 answers naming Spiceworks Cloud Help Desk and the 54 naming SolarWinds Service Desk. In those answers SolarWinds Service Desk took the first choice one time and Spiceworks Cloud Help Desk two.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“SolarWinds has extra baggage from past security incidents. When to avoid: If modern UX, quick setup, or security are priorities.” Grok 4.1 Fast · negative prompt · hard negative
“otherwise, it's a limited ITSM play. Also carries the legacy of the 2020 Supply Chain security incident.” DeepSeek V4 Flash · negative prompt · soft negative
“noted for slow report loading, limited data export options, and a complex configuration process” Mistral Small · negative prompt · soft negative
“The best ITSM platform for a company with a limited budget is likely to be one of the following options: 1. SolarWinds Service Desk ($39/technician/month)” Llama 4 Maverick · budget prompt · first choice
“Another solid option for mid-market businesses, offering good core ITIL features and strong asset management.” Mistral Small · direct prompt · alternative
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.