One of fourteen models named Tenable Vulnerability Management first on the direct prompt; one named Qualys VMDR. Both were named by all fourteen models and Tenable Vulnerability Management carries 61 labels and Qualys VMDR 65, so the shares are not directly comparable.
Named in seven 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, Tenable Vulnerability Management and Qualys VMDR were named in the same answer 141 times, of the 171 answers naming Tenable Vulnerability Management and the 179 naming Qualys VMDR. In those answers Qualys VMDR took the first choice eleven times and Tenable Vulnerability Management twenty-four.
| 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.
“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
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.