One of fourteen models named Microsoft Defender External Attack Surface Management first on the direct prompt; one 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 56 labels and UpGuard BreachSight 22, 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 November 2026 Edition, Microsoft Defender External Attack Surface Management and UpGuard BreachSight were named in the same answer thirty-seven times, of the 161 answers naming Microsoft Defender External Attack Surface Management and the 105 naming UpGuard BreachSight. In those answers UpGuard BreachSight took the first choice five times and Microsoft Defender External Attack Surface Management three.
| 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.
“Better suited for organizations heavily invested in Microsoft stack” Kimi K2 · paraphrase prompt · hard negative
“Complex to configure (typical Microsoft complexity), generates significant false positives, requires existing Microsoft licensing” Kimi K2 · negative prompt · soft negative
“Strongly Azure/Microsoft-centric—poor fit if you're not heavily invested in their ecosystem” Grok 4.20 · negative prompt · soft negative
“If you already use CrowdStrike or Microsoft 365/Azure: Start a Proof of Concept (PoC) with Microsoft Defender EASM” Gemini 3.5 Flash · paraphrase prompt · first choice
“For most modern enterprises, CyCognito and Microsoft EASM are currently leading the market” Qwen 3.7 Flash · comparative prompt · first choice
“Microsoft Defender External Attack Surface Management is often the most pragmatic starting point” GLM 4.7 FlashX · paraphrase 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.
“UpGuard has been reported to have false positives, limited API functionality, and customization limitations.” Claude Haiku 4.5 · negative prompt · soft negative
“Offers published entry pricing and a free trial, but may be broader than basic EASM needs.” Perplexity Sonar · budget prompt · soft negative
“For most mid-market B2B companies, UpGuard offers the best balance of capability, price, and B2B-relevant features” DeepSeek V4 Flash · direct 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.