Four of fourteen models named Tenable Vulnerability Management first on the direct prompt; one named Qualys VMDR. Both were named by all fourteen models and both carry 60 labels, so the shares below are directly comparable.
Named in seven 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, Tenable Vulnerability Management and Qualys VMDR were named in the same answer 163 times, of the 196 answers naming Tenable Vulnerability Management and the 199 naming Qualys VMDR. In those answers Qualys VMDR took the first choice four times and Tenable Vulnerability Management sixty-five.
| 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: Tenable unless you have specific needs for OT/legacy asset coverage and budget for $10K+ annually.” Kimi K2 · direct prompt · hard negative
“Vendors to watch out for: Traditional tools like Tenable and Qualys historically rely on IP/asset tracking that can become expensive or frustrating to manage” Gemini 3.5 Flash · negative prompt · soft negative
“Tenable or Qualys when remediation automation is a core requirement: Both are strong detection platforms, but remediation may require additional products” Perplexity Sonar · negative prompt · soft negative
“Excellent broad coverage (network, cloud, OT, containers), strong prioritization with threat intel, compliance reporting. Good for hybrid setups; often tops "best overall" lists.” Grok 4.20 · scale prompt · first choice
“Tenable Nessus and Tenable Vulnerability Management rank as the best overall solution due to strong integrations and comprehensive capabilities.” Claude Haiku 4.5 · comparative prompt · first choice
“Tenable Vulnerability Management is the top all-around choice due to its comprehensive coverage and strong market reputation” 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 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.