Zero of fourteen models named Snipe-IT first on the direct prompt; four named InvGate Asset Management. Snipe-IT was named by fourteen of the fourteen models and InvGate Asset Management by eleven and Snipe-IT carries 45 labels and InvGate Asset Management 23, so the shares are not directly comparable.
Named in three categories this edition.
Named in one category 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 4.20 | ||||||
| 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. Three of four in this category shown.
“The recommended hardware and software asset inventory tools for a mid-sized B2B company are: 1. InvGate Asset Management” Llama 4 Maverick · paraphrase prompt · first choice
“1. InvGate Asset Management stands out as a purpose-built ITAM platform specifically designed for mid-market teams.” MiniMax M2.5 · direct prompt · first choice
“The most repeatedly cited fit for that mid-market profile is InvGate Asset Management.” Muse Glimmer 30B · 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.