Eleven of fourteen models named Freshservice first on the direct prompt; two named InvGate Asset Management. Freshservice was named by fourteen of the fourteen models and InvGate Asset Management by eleven and Freshservice carries 50 labels and InvGate Asset Management 20, so the shares are not directly comparable.
Named in nine 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.
| 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. Two of two in this category shown.
“may not be ideal for organizations requiring deep configuration management or those with very complex IT environments” Mistral Small · negative prompt · soft negative
“Extremely popular for the mid-market. It is fast to set up, highly intuitive, and bundles hardware, software, and ticketing beautifully.” Gemini 3.5 Flash · scale 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.