Four of fourteen models named InvGate Asset Management first on the direct prompt; zero named GLPI. InvGate Asset Management was named by eleven of the fourteen models and GLPI by ten and InvGate Asset Management carries 23 labels and GLPI 14, so the shares are not directly comparable.
Named in one category 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.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Caution level: Medium-high if you lack in-house dev/support resources.” Grok 4.20 · negative prompt · soft negative
“Snipe-IT/GLPI self-hosted or Lansweeper's 100-asset free tier are the most cited cost-effective starting points” Muse Glimmer 30B · budget prompt · first choice
“the best choices are Snipe‑IT or GLPI (self‑hosted open‑source)” GLM 4.7 FlashX · budget 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.