One of fourteen models named Qualys VMDR first on the direct prompt; two named Vicarius vRx. Qualys VMDR was named by fourteen of the fourteen models and Vicarius vRx by eight and Qualys VMDR carries 65 labels and Vicarius vRx 11, so the shares are not directly comparable.
Named in one category 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.
“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
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.