One of fourteen models named Qualys VMDR first on the direct prompt; one named Wiz. Qualys VMDR was named by fourteen of the fourteen models and Wiz by ten and Qualys VMDR carries 60 labels and Wiz 18, so the shares are not directly comparable.
Named in seven categories this edition.
Named in seventeen 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.
| 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
No label in this category carried a quote.
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.