Ten of fourteen models named Rapid7 InsightVM first on the direct prompt; one named Tenable Vulnerability Management. Both were named by all fourteen models and Rapid7 InsightVM carries 63 labels and Tenable Vulnerability Management 61, so the shares are not directly comparable.
Named in four categories this edition.
Named in seven 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.
Across every category in the October 2026 Edition, Rapid7 InsightVM and Tenable Vulnerability Management were named in the same answer 134 times, of the 187 answers naming Rapid7 InsightVM and the 171 naming Tenable Vulnerability Management. In those answers Tenable Vulnerability Management took the first choice thirty-two times and Rapid7 InsightVM fourteen.
| 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 eight in this category shown.
“Full‑featured enterprise tools (Rapid7, Qualys, Tenable.io) without a dedicated security team” GLM 4.7 FlashX · budget prompt · hard negative
“Standard enterprise scanners (like Tenable or Qualys) are incredibly powerful, but their interfaces and configurations are built for dedicated, full-time security operations centers” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Tenable is known for being expensive. It is also highly complex; without a dedicated team to configure the workflows, the platform can become a repository of data” GLM 4.7 FlashX · negative prompt · soft negative
“Also a Leader in the 2025 Gartner MQ, positioned highest in Ability to Execute and furthest for Completeness of Vision.” Grok 4.1 Fast · comparative prompt · first choice
“If you need the absolute deepest vulnerability coverage across the broadest set of environments ... → Tenable One” DeepSeek V4 Flash · comparative prompt · first choice
“The best vulnerability management platform for a company with a limited budget is Tenable Vulnerability Management” Llama 4 Maverick · budget 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.