Four of fourteen models named InvGate Asset Management first on the direct prompt; two named ManageEngine AssetExplorer. InvGate Asset Management was named by eleven of the fourteen models and ManageEngine AssetExplorer by fourteen and InvGate Asset Management carries 23 labels and ManageEngine AssetExplorer 43, so the shares are not directly comparable.
Named in one category 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 November 2026 Edition, InvGate Asset Management and ManageEngine AssetExplorer were named in the same answer twenty-five times, of the 43 answers naming InvGate Asset Management and the 108 naming ManageEngine AssetExplorer. In those answers ManageEngine AssetExplorer took the first choice one time and InvGate Asset Management 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 4.20 | ||||||
| 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. Six of seven in this category shown.
“ManageEngine may lack scalability for large organizations, and advanced features like asset discovery require additional modules” Claude Haiku 4.5 · negative prompt · soft negative
“AssetExplorer cloud pricing starts at $955/year for 250 assets, so it may cost more than Snipe-IT.” GPT-6 Luna · budget prompt · soft negative
“I'd be most cautious about AssetExplorer and Ivanti on security operations” GPT-6 Luna · negative prompt · soft negative
“My overall recommendation for most mid-market B2B companies: If you want a well-rounded, cost-effective solution with strong features — ManageEngine AssetExplorer.” DeepSeek V4 Flash · direct prompt · first choice
“I'd recommend ManageEngine AssetExplorer as the top choice for your mid-sized B2B company” GLM 4.7 FlashX · paraphrase prompt · first choice
“a balanced choice is ManageEngine AssetExplorer (cost-effective, solid core features)” GLM 4.7 FlashX · direct 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.