Eight 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 57 labels and Qualys VMDR 60, 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 November 2026 Edition, Rapid7 InsightVM and Qualys VMDR were named in the same answer 153 times, of the 180 answers naming Rapid7 InsightVM and the 199 naming Qualys VMDR. In those answers Qualys VMDR took the first choice twelve times and Rapid7 InsightVM fifteen.
| 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 eight in this category shown.
“Avoid for tight budgets: Enterprise-heavy tools like Rapid7 InsightVM” Grok 4.20 · budget prompt · hard negative
“users report high system resource utilization from the Insight Agent on older servers and aggressive upselling tactics” Gemini 3.5 Flash · negative prompt · soft negative
“reviews cite substantial initial configuration effort, a demanding console, and reporting limitations” Perplexity Sonar · negative prompt · soft negative
“Often cited as the best fit for organizations of ~500–2,000 employees; strong remediation workflow and good pricing.” DeepSeek V4 Flash · scale prompt · first choice
“For most mid-market B2B companies, Rapid7 InsightVM offers the best balance of features, usability, and value” GLM 4.7 FlashX · direct prompt · first choice
“Qualys VMDR or Rapid7 InsightVM are the strongest choices. They are purpose-built for this market segment.” MiniMax M2.5 · direct prompt · first choice
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
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.