Ten of fourteen models named Rapid7 InsightVM first on the direct prompt; one named Qualys VMDR. Both were named by all fourteen models and Rapid7 InsightVM carries 63 labels and Qualys VMDR 65, 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 Qualys VMDR were named in the same answer 152 times, of the 187 answers naming Rapid7 InsightVM and the 179 naming Qualys VMDR. In those answers Qualys VMDR took the first choice twenty-four times and Rapid7 InsightVM eighteen.
| 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
“it is frequently cited in user reviews as a platform where you should be cautious due to its high cost, high false positive rates, and poor support” GLM 4.7 FlashX · negative prompt · soft negative
“Qualys VMDR also produces false positive and false negative alerts, making report generation time-consuming, and its interface is complex” Claude Haiku 4.5 · negative prompt · soft negative
“Holistic approach with comprehensive coverage... Best for: Enterprises needing broad asset coverage and real-time insights.” Mistral Small · comparative prompt · first choice
“Qualys VMDR | TruRisk scoring, unified cloud architecture, easy to use | Mid-market looking for a consolidated platform” DeepSeek V4 Flash · scale prompt · first choice
“Tenable, Qualys, and Rapid7 InsightVM remain the three pure-play leaders that buyers should shortlist first” Muse Glimmer 30B · scale 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.