Zero of fourteen models named Snipe-IT first on the direct prompt; one named Lansweeper. Snipe-IT was named by thirteen of the fourteen models and Lansweeper by fourteen and Snipe-IT carries 40 labels and Lansweeper 45, 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.
Across every category in the October 2026 Edition, Snipe-IT and Lansweeper were named in the same answer sixty times, of the 137 answers naming Snipe-IT and the 126 naming Lansweeper. In those answers Lansweeper took the first choice six times and Snipe-IT twenty-four.
| 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. Six of eight in this category shown.
“Platforms to Avoid Due to Performance/Stability Issues... it becomes "bloated."” Qwen 3.7 Flash · negative prompt · hard negative
“Who should avoid/be cautious: Small-to-midsize businesses with tight, predictable budgets who do not want to be locked into multi-year, rising-cost contracts.” Gemini 3.5 Flash · negative prompt · soft negative
“user sentiment can be mixed in some review channels, so I'd caution buyers to test reporting depth, support responsiveness, and total cost before committing” GPT-5.4 mini · negative prompt · soft negative
“Most recommended: For the majority of mid-sized B2B companies, Lansweeper offers the best balance of automated discovery, software license management, cost-effectiveness, and scalability” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd usually recommend Lansweeper if your main goal is accurate hardware + software inventory/discovery” GPT-5.4 mini · paraphrase prompt · first choice
“The Best All-Rounder for Deep Discovery: Lansweeper ... Lansweeper is the industry standard.” Gemini 3.5 Flash · paraphrase 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.