One of fourteen models named Lansweeper first on the direct prompt; two named InvGate Asset Management. Lansweeper was named by fourteen of the fourteen models and InvGate Asset Management by eleven and Lansweeper carries 45 labels and InvGate Asset Management 20, 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 October 2026 Edition, Lansweeper and InvGate Asset Management were named in the same answer twenty-two times, of the 126 answers naming Lansweeper and the 51 naming InvGate Asset Management. In those answers InvGate Asset Management took the first choice three times and Lansweeper five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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.
“Platforms to Avoid Due to Performance/Stability Issues... it becomes "bloated."” Qwen 3.7 Flash · negative prompt · hard negative
“Who should avoid/be cautious: Small-to-midsize businesses with tight, predictable budgets who do not want to be locked into multi-year, rising-cost contracts.” Gemini 3.5 Flash · negative prompt · soft negative
“user sentiment can be mixed in some review channels, so I'd caution buyers to test reporting depth, support responsiveness, and total cost before committing” GPT-5.4 mini · negative prompt · soft negative
“Most recommended: For the majority of mid-sized B2B companies, Lansweeper offers the best balance of automated discovery, software license management, cost-effectiveness, and scalability” DeepSeek V4 Flash · paraphrase prompt · first choice
“I'd usually recommend Lansweeper if your main goal is accurate hardware + software inventory/discovery” GPT-5.4 mini · paraphrase prompt · first choice
“The Best All-Rounder for Deep Discovery: Lansweeper ... Lansweeper is the industry standard.” Gemini 3.5 Flash · paraphrase 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.
“InvGate Assets is designed for mid-market organizations that need more than basic tracking but less complexity than enterprise solutions like ServiceNow.” Claude Haiku 4.5 · direct prompt · first choice
“InvGate Assets: A mid-market ITAM solution that offers agent-based and network scanning capabilities, with a cost of $1,499 per year.” Llama 4 Maverick · budget prompt · first choice
“Best overall mid-market fit ... InvGate Asset Management is the most cited mid-market focused dedicated ITAM product” 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.