Two of fourteen models named InvGate Asset Management first on the direct prompt; one named SolarWinds Service Desk. InvGate Asset Management was named by eleven of the fourteen models and SolarWinds Service Desk by eight and InvGate Asset Management carries 20 labels and SolarWinds Service Desk 10, 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.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of three in this category shown.
“Platforms to Avoid Due to Reputation (Trust/Safety)... SolarWinds lost significant trust in the market” Qwen 3.7 Flash · negative prompt · hard negative
“likely to be one of the following: SolarWinds Service Desk, ManageEngine AssetExplorer, or NinjaOne” Llama 4 Maverick · direct prompt · first choice
“cost-effective, user-friendly IT asset management tool designed primarily for small to mid-sized businesses” Muse Glimmer 30B · paraphrase 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.