Two of fourteen models named Lansweeper first on the direct prompt; one named Asset Panda. Lansweeper was named by fourteen of the fourteen models and Asset Panda by twelve and Lansweeper carries 52 labels and Asset Panda 22, so the shares are not directly comparable.
Named in two 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, Lansweeper and Asset Panda were named in the same answer forty-five times, of the 149 answers naming Lansweeper and the 74 naming Asset Panda. In those answers Asset Panda took the first choice two times and Lansweeper 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. 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
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.