One of fourteen models named Qualys VMDR first on the direct prompt; one named ManageEngine Vulnerability Manager Plus. Qualys VMDR was named by fourteen of the fourteen models and ManageEngine Vulnerability Manager Plus by ten and Qualys VMDR carries 60 labels and ManageEngine Vulnerability Manager Plus 20, so the shares are not directly comparable.
Named in seven categories this edition.
Named in two 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 November 2026 Edition, Qualys VMDR and ManageEngine Vulnerability Manager Plus were named in the same answer twenty-six times, of the 199 answers naming Qualys VMDR and the 49 naming ManageEngine Vulnerability Manager Plus. In those answers ManageEngine Vulnerability Manager Plus took the first choice three times and Qualys VMDR one.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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 seven in this category shown.
“Avoid if support and ease-of-use are priorities; test against Tenable or Rapid7.” Grok 4.20 · negative prompt · hard negative
“False positive rates: Documented cases of up to 30% false positives... Overkill for SMBs — very complex for newcomers.” DeepSeek V4 Flash · negative prompt · soft negative
“UpGuard's security report for Qualys lists observations such as: "Data leakage" noted under the Qualys security rating” Muse Glimmer 30B · negative prompt · soft negative
“Qualys VMDR or Rapid7 InsightVM are the strongest choices. They are purpose-built for this market segment.” MiniMax M2.5 · direct prompt · first choice
“Qualys VMDR or Rapid7 InsightVM are probably your best bets for a mid-sized B2B company” Claude Haiku 4.5 · paraphrase prompt · first choice
“I'd recommend Qualys VMDR (Vulnerability Management, Detection & Response) as the top pick” GLM 4.7 FlashX · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“has seen a slight decline in user preference and is considered less favored compared to top-tier solutions” Mistral Small · negative prompt · soft negative
“Teams evaluating it as a standalone vulnerability management platform will find it incomplete.” Claude Haiku 4.5 · negative prompt · soft negative
“Rapid7 InsightVM or ManageEngine Vulnerability Manager Plus offer the best balance of features, pricing, and usability” DeepSeek V4 Flash · direct prompt · first choice
“covers the basics at a price point that works for smaller teams in Windows-heavy mid-market organizations” Claude Haiku 4.5 · budget prompt · first choice
“ManageEngine Vulnerability Manager Plus is the best overall choice when you need a complete platform” Perplexity Sonar · 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.