Zero of fourteen models named InvGate Service Management first on the direct prompt; zero named SolarWinds Service Desk. InvGate Service Management was named by seven of the fourteen models and SolarWinds Service Desk by eight and InvGate Service Management carries 12 labels and SolarWinds Service Desk 14, so the shares are not directly comparable.
Named in three categories 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 service 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.
“Freshservice or InvGate are strong mid-market fits.” DeepSeek V4 Flash · scale prompt · first choice
“Solid, cost-efficient choices that offer balanced ITIL practices with easy setup for mid-sized organizations.” Gemini 3.5 Flash · scale prompt · alternative
“Value + scalability: InvGate or SysAid—high ratings, AI-native without bloat.” Grok 4.1 Fast · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of five in this category shown.
“SolarWinds has extra baggage from past security incidents. When to avoid: If modern UX, quick setup, or security are priorities.” Grok 4.1 Fast · negative prompt · hard negative
“otherwise, it's a limited ITSM play. Also carries the legacy of the 2020 Supply Chain security incident.” DeepSeek V4 Flash · negative prompt · soft negative
“noted for slow report loading, limited data export options, and a complex configuration process” Mistral Small · negative prompt · soft negative
“The best ITSM platform for a company with a limited budget is likely to be one of the following options: 1. SolarWinds Service Desk ($39/technician/month)” Llama 4 Maverick · budget prompt · first choice
“Another solid option for mid-market businesses, offering good core ITIL features and strong asset management.” Mistral Small · 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.