Zero of fourteen models named Snipe-IT first on the direct prompt; two named Lansweeper. Both were named by all fourteen models and Snipe-IT carries 45 labels and Lansweeper 52, so the shares are not directly comparable.
Named in three categories this edition.
Named in two 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 November 2026 Edition, Snipe-IT and Lansweeper were named in the same answer eighty-five times, of the 150 answers naming Snipe-IT and the 149 naming Lansweeper. In those answers Lansweeper took the first choice eleven times and Snipe-IT twenty-eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
“Snipe-IT for large or complex environments: ... generally lacks deep automated discovery, advanced ITSM workflows, and enterprise-scale automation” Perplexity Sonar · negative prompt · soft negative
“basic spreadsheets or free solutions (like Snipe-IT) lack the automated integrations required for modern hybrid work environments” Gemini 3.5 Flash · direct prompt · soft negative
“Some users have reported that it is overly complex and requires significant effort and maintenance” Llama 4 Maverick · negative prompt · soft negative
“starting with Snipe-IT (if you can self-host) or Reftab (if you want a hosted, low-cost solution) will provide the best balance of cost and functionality” Mistral Small · budget prompt · first choice
“If you have technical staff: Go with Snipe-IT (self-hosted). It's the most mature open-source option with the largest community.” Kimi K2 · budget prompt · first choice
“The best IT asset management platform for a company with a limited budget is Snipe-IT, which is a free and open-source option” Llama 4 Maverick · 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.
“Extremely low Trustpilot rating (around 1.7/5 from dozens of reviews), with frequent complaints about useless or unresponsive support” Grok 4.20 · negative prompt · hard negative
“Be wary of older, traditional scanners (like older versions of Lansweeper...) that do not integrate with modern cloud environments” Qwen 3.7 Flash · negative prompt · soft negative
“Platforms where on-prem and cloud versions diverge significantly (a complaint seen with Lansweeper) can become maintenance nightmares.” DeepSeek V4 Flash · negative prompt · soft negative
“a balanced choice is ManageEngine AssetExplorer (cost-effective, solid core features), Lansweeper (fast discovery, broad visibility), or InvGate Asset Management” GLM 4.7 FlashX · direct prompt · first choice
“If you mean best value for a typical mid-market B2B company: Lansweeper is often the more practical choice.” GPT-5.4 mini · direct prompt · first choice
“The Top Recommendation: Lansweeper ... widely considered the gold standard for mid-sized companies” Qwen 3.7 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.