Zero of fourteen models named Snipe-IT first on the direct prompt; one named SolarWinds Service Desk. Snipe-IT was named by thirteen of the fourteen models and SolarWinds Service Desk by eight and Snipe-IT carries 40 labels and SolarWinds Service Desk 10, 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 asset 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. Six of eight in this category shown.
“beloved for its simplicity, but it lacks built-in discovery agents \u2014 you must manually add assets or build integrations” DeepSeek V4 Flash · negative prompt · soft negative
“Avoid open-source like Snipe-IT unless you're resource-constrained (it's free but requires more setup/maintenance)” Grok 4.1 Fast · paraphrase prompt · soft negative
“may be a poor fit for large enterprises, deep ITSM workflows, advanced automation, asset discovery” Perplexity Sonar · negative prompt · soft negative
“Snipe-IT is the most frequently cited budget choice... If you have technical staff and want $0 ongoing license cost, self-host Snipe-IT.” Muse Glimmer 30B · budget prompt · first choice
“Highly recommended for small IT departments with basic tracking needs. The self-hosted version is completely free” Mistral Small · budget prompt · first choice
“Snipe-IT is widely considered the best free IT Asset Management system on the market.” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Platforms to Avoid Due to Reputation (Trust/Safety)... SolarWinds lost significant trust in the market” Qwen 3.7 Flash · negative prompt · hard negative
“likely to be one of the following: SolarWinds Service Desk, ManageEngine AssetExplorer, or NinjaOne” Llama 4 Maverick · direct prompt · first choice
“cost-effective, user-friendly IT asset management tool designed primarily for small to mid-sized businesses” Muse Glimmer 30B · paraphrase 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.