One of fourteen models named Microsoft Defender External Attack Surface Management first on the direct prompt; two named UpGuard BreachSight. Microsoft Defender External Attack Surface Management was named by fourteen of the fourteen models and UpGuard BreachSight by eleven and Microsoft Defender External Attack Surface Management carries 39 labels and UpGuard BreachSight 17, so the shares are not 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 UpGuard BreachSight were named in the same answer twenty-eight times, of the 116 answers naming Microsoft Defender External Attack Surface Management and the 114 naming UpGuard BreachSight. In those answers UpGuard BreachSight took the first choice four times and Microsoft Defender External Attack Surface Management two.
| 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. Three of three in this category shown.
“Avoid at all costs (for your budget): Enterprise platforms like BitSight, UpGuard” DeepSeek V4 Flash · budget prompt · hard negative
“aggregates asset data but lacks native capabilities for active vulnerability scanning or attack surface validation” Claude Haiku 4.5 · negative prompt · soft negative
“High-severity alerts often not actionable (investigation overhead); limited report/alert customization” Grok 4.1 Fast · negative prompt · soft negative
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.