Two of fourteen models named ManageEngine AssetExplorer first on the direct prompt; one named Asset Panda. ManageEngine AssetExplorer was named by fourteen of the fourteen models and Asset Panda by twelve and ManageEngine AssetExplorer carries 43 labels and Asset Panda 22, 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.
Across every category in the November 2026 Edition, ManageEngine AssetExplorer and Asset Panda were named in the same answer thirty-one times, of the 108 answers naming ManageEngine AssetExplorer and the 74 naming Asset Panda. In those answers Asset Panda took the first choice one time and ManageEngine AssetExplorer two.
| 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 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Asset Panda has no discovery functionality—all asset data entry is manual—and is not designed for enterprise ITAM, software licensing, or compliance tracking” Claude Haiku 4.5 · negative prompt · soft negative
“complaints include a nearly useless search bar ... slow mobile app, time-consuming customization, and potentially high pricing” Grok 4.20 · negative prompt · soft negative
“Do not buy a hardware-first tool expecting it to automate software compliance or SaaS discovery” Gemini 3.5 Flash · negative prompt · soft negative
“Asset Panda and InvGate Asset Management are top choices due to their ease of use, comprehensive features, and strong customer feedback.” Mistral Small · direct prompt · first choice
“Asset Panda works well for IT and operations teams that want mobile-driven audits plus approval flows” Muse Glimmer 30B · comparative prompt · alternative
“Choose Asset Panda when configurable asset workflows and mobile inventory operations matter more” Perplexity Sonar · direct prompt · alternative
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.