One of fourteen models named Microsoft Defender External Attack Surface Management first on the direct prompt; two named CyCognito. Both were named by all fourteen models and both carry 39 labels, so the shares below are directly comparable.
Named in one category 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 attack surface management page.
Across every category in the October 2026 Edition, Microsoft Defender External Attack Surface Management and CyCognito were named in the same answer seventy times, of the 116 answers naming Microsoft Defender External Attack Surface Management and the 106 naming CyCognito. In those answers CyCognito took the first choice eight times and Microsoft Defender External Attack Surface Management 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 4.1 Fast | ||||||
| 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.
“Microsoft’s native ASM is described as tightly integrated with Defender and Azure, so it may be less suitable if you need broad multi-cloud, SaaS, or heterogeneous coverage” Perplexity Sonar · negative prompt · soft negative
“integrates deeply with Microsoft/Sentinel/Defender; limited third-party integration for non-Microsoft environments.” DeepSeek V4 Flash · negative prompt · soft negative
“while Microsoft Defender EASM is excellent at passive discovery, its active vulnerability scanning can be lacking” Gemini 3.5 Flash · negative prompt · soft negative
“the best attack surface management (ASM) platform is Microsoft Defender External Attack Surface Management (EASM) if you already use Microsoft 365/E5” GLM 4.7 FlashX · budget prompt · first choice
“I'd generally recommend Microsoft Defender External Attack Surface Management as the first tool to evaluate” GPT-5.4 mini · paraphrase prompt · first choice
“I'd start with Microsoft Defender EASM—especially if you already use Azure or Microsoft security tools.” GPT-6 Luna · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Also flagged as a criticized challenger (39% negative labels)” Mistral Small · negative prompt · hard negative
“Strong for automated discovery, but the search results point more toward complex environments than a typical mid-market default.” Perplexity Sonar · direct prompt · soft negative
“you do not need to pay for five-figure, enterprise-grade platforms like Palo Alto Cortex Xpanse or CyCognito” Gemini 3.5 Flash · budget prompt · soft negative
“Validation separates the best. Platforms like CyCognito and Synack actively test whether exposures are truly exploitable” DeepSeek V4 Flash · comparative prompt · first choice
“I'd suggest starting evaluations with CyCognito (if you want comprehensive discovery and have the budget)” MiniMax M2.5 · direct prompt · first choice
“Highly praised for autonomous discovery... Leaders like CyCognito stand out for validation beyond detection” Grok 4.1 Fast · comparative 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.