Ten of fourteen models named Rapid7 InsightVM first on the direct prompt; zero named Microsoft Defender Vulnerability Management. Rapid7 InsightVM was named by fourteen of the fourteen models and Microsoft Defender Vulnerability Management by ten and Rapid7 InsightVM carries 63 labels and Microsoft Defender Vulnerability Management 23, so the shares are not directly comparable.
Named in four 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 vulnerability management platforms page.
Across every category in the October 2026 Edition, Rapid7 InsightVM and Microsoft Defender Vulnerability Management were named in the same answer fifty-nine times, of the 187 answers naming Rapid7 InsightVM and the 73 naming Microsoft Defender Vulnerability Management. In those answers Microsoft Defender Vulnerability Management took the first choice seven times and Rapid7 InsightVM eight.
| 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 eight in this category shown.
“What to Avoid on a Limited Budget - Full‑featured enterprise tools (Rapid7, Qualys, Tenable.io)” GLM 4.7 FlashX · budget prompt · hard negative
“Dropped in Forrester 2024 rankings; doesn't own patching engine/roadmap; prioritization gaps vs. leaders. High costs for extras.” Grok 4.1 Fast · negative prompt · soft negative
“Lacks deep vulnerability intelligence, missing Active Directory/Entra ID visibility, limited patching features” MiniMax M2.5 · negative prompt · soft negative
“For most mid-sized B2B companies, Rapid7 InsightVM offers the best balance of capability, prioritization intelligence, and published pricing.” DeepSeek V4 Flash · paraphrase prompt · first choice
“Rapid7 InsightVM stands out most often in mid-market contexts for its balance of power, usability, and actionable insights” Grok 4.1 Fast · direct prompt · first choice
“Rapid7 InsightVM is the most frequently recommended vulnerability scanning and management tool for mid-sized B2B companies” Mistral Small · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Limitations: Feature depth drops outside Windows ecosystem; limited Linux/macOS capabilities” Kimi K2 · comparative prompt · soft negative
“they should not be your *only* vulnerability management platform” Gemini 3.5 Flash · negative prompt · soft negative
“Multi-tenant features are disappointing” DeepSeek V4 Flash · negative prompt · soft negative
“for a tight budget, I'd start with Microsoft Defender Vulnerability Management if you already use Microsoft 365 or Defender” GPT-6 Luna · budget prompt · first choice
“Microsoft Defender Vulnerability Management (free trial / included...) for risk‑based prioritization and remediation” GLM 4.7 FlashX · budget prompt · first choice
“Microsoft-heavy environment: Evaluate Microsoft Defender Vulnerability Management first if you already use Microsoft Defender for Endpoint P2” GPT-6 Luna · 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.