Zero of fourteen models named Microsoft Defender Vulnerability Management first on the direct prompt; one named Wiz. Microsoft Defender Vulnerability Management was named by thirteen of the fourteen models and Wiz by ten and Microsoft Defender Vulnerability Management carries 31 labels and Wiz 18, so the shares are not directly comparable.
Named in one category this edition.
Named in seventeen 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 vulnerability management platforms 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 4.20 | ||||||
| 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.
“outside a Microsoft-heavy environment: ... customization, reporting, and resource requirements can become problematic in mixed estates” Perplexity Sonar · negative prompt · soft negative
“as your sole tool in a diverse estate... check coverage for your exact OS versions, software and asset types, and licensing” GPT-6 Luna · negative prompt · soft negative
“Improving but has had documented inaccuracies... Good for Microsoft-centric setups but less mature for non-Windows assets.” Grok 4.20 · negative prompt · soft negative
“The best vulnerability management platform for a company with a limited budget is Microsoft Defender Vulnerability Management” Llama 4 Maverick · budget prompt · first choice
“This is often the top recommendation for small businesses because it is included for free with Microsoft 365 E5 licenses” Mistral Small · budget prompt · first choice
“The Best "Free" or Lowest-Cost Option ... this tool is often included for free” Qwen 3.7 Flash · budget prompt · first choice
No label in this category carried a quote.
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.