Ten of fourteen models named Rapid7 InsightVM first on the direct prompt; two named Vicarius vRx. Rapid7 InsightVM was named by fourteen of the fourteen models and Vicarius vRx by eight and Rapid7 InsightVM carries 63 labels and Vicarius vRx 11, 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.
| 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. Three of four in this category shown.
“vRx is highly regarded in the mid-market space. It uses a single agent to perform vulnerability scanning, risk prioritization, and automated patching” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-market B2B companies, Rapid7 InsightVM or Vicarius vRx are the strongest overall picks.” DeepSeek V4 Flash · direct prompt · first choice
“described as the strongest fit because of its patchless protection and lower operational overhead” Perplexity Sonar · 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.