Two of fourteen models named ManageEngine AssetExplorer first on the direct prompt; two named InvGate Asset Management. ManageEngine AssetExplorer was named by fourteen of the fourteen models and InvGate Asset Management by eleven and ManageEngine AssetExplorer carries 46 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, ManageEngine AssetExplorer and InvGate Asset Management were named in the same answer twenty-six times, of the 112 answers naming ManageEngine AssetExplorer and the 51 naming InvGate Asset Management. In those answers InvGate Asset Management took the first choice five times and ManageEngine AssetExplorer one.
| 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 seven in this category shown.
“it faces criticism for aggressive upselling and a UI that can feel disjointed or cluttered” Qwen 3.7 Flash · negative prompt · hard negative
“may be less suitable if you need modern SaaS interfaces, strong automation, or advanced helpdesk workflows.” Perplexity Sonar · negative prompt · soft negative
“While a popular choice, some users have reported issues with its user interface and customer support.” Llama 4 Maverick · negative prompt · soft negative
“I would recommend ManageEngine AssetExplorer if your priority is a balanced, enterprise-style tool” Perplexity Sonar · paraphrase prompt · first choice
“likely to be one of the following: SolarWinds Service Desk, ManageEngine AssetExplorer, or NinjaOne” Llama 4 Maverick · direct prompt · first choice
“ManageEngine AssetExplorer stands out most often as the sweet spot for mid-market B2B” Grok 4.1 Fast · direct 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.