accepted challengerNamed in six categories this edition.
accepted challengerNamed in seventeen categories this edition.
First-choice share6%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#6#8A position in a field of 10; printed, not drawn.
Labels2318A count; the two differ.
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.
The direct prompt
The plain question, one answer per model, grouped by where Intruder and Wiz stood in it.
Intruder first, Wiz not the choice
1 of 14 modelsWiz was named in the answer but not as the choice, or not at all.Llama 4 MaverickIntruder alternatives: Qualys VMDR, Rapid7 InsightVM, Tenable Vulnerability Management
Wiz first, Intruder not the choice
1 of 14 modelsIntruder was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashRapid7 InsightVM, Wiz alternatives: CrowdStrike Falcon Spotlight, Microsoft Defender Vulnerability Management, Orca Security, Qualys VMDR, Tenable Vulnerability Management
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniTenable Vulnerability Management alternatives: CrowdStrike, Qualys VMDR, Rapid7 InsightVM, Wiz
Perplexity SonarRapid7 InsightVM alternatives: ManageEngine Vulnerability Manager Plus, Microsoft Defender for Cloud, Tenable Vulnerability Management, Vicarius vRx, Wiz
Mistral SmallTenable Vulnerability Management alternatives: Intruder, ManageEngine Vulnerability Manager Plus, Qualys VMDR
Qwen 3.7 FlashRapid7 InsightVM alternatives: CrowdStrike Falcon Spotlight, Intruder, Tenable Nessus, Tenable Vulnerability Management, Vicarius vRx
MiniMax M2.5Qualys VMDR, Rapid7 InsightVM alternatives: CrowdStrike Falcon Spotlight, Intruder, Tenable Nessus
Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
xAIGrok 4.20Tenable Vulnerability Management alternatives: CrowdStrike Falcon Exposure Management, ESET Vulnerability & Patch Mgmt, Qualys VMDR, Rapid7 InsightVM, Syxsense
DeepSeek V4 FlashManageEngine Vulnerability Manager Plus, Rapid7 InsightVM alternatives: Qualys VMDR, Tenable Vulnerability Management
Kimi K2Rapid7 InsightVM alternatives: Microsoft Defender Vulnerability Management, Qualys VMDR
Z.AIGLM 4.7 FlashXRapid7 InsightVM alternatives: Microsoft Defender Vulnerability Management, Qualys VMDR, Tenable Vulnerability Management, WithSecure Elements
GPT-6 LunaTenable Vulnerability Management alternatives: Microsoft Defender Vulnerability Management, Qualys VMDR, Rapid7 InsightVM
Muse Glimmer 30BRapid7 InsightVM alternatives: Qualys VMDR, Tenable Vulnerability Management
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.
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.