Three of twelve models named Microsoft Defender for Office 365 first on the direct prompt; three named Abnormal AI. Both were named by all twelve models and Microsoft Defender for Office 365 carries 47 labels and Abnormal AI 45, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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 email security page.
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.
“Limitation: Research shows third-party solutions are significantly more effective (44-93x according to some vendors)” Kimi K2 · comparative prompt · soft negative
“You should be cautious about treating MDO as your *only* line of defense; it’s a baseline, not a full security platform.” DeepSeek V4 Flash · negative prompt · soft negative
“Weak on standalone advanced threats—layer with others if needed.” Grok 4.1 Fast · direct prompt · soft negative
“should start with Microsoft Defender for Office 365 as the baseline and add IRONSCALES as a phishing-specific layer” DeepSeek V4 Flash · paraphrase prompt · first choice
“If you're already on Microsoft 365 → Microsoft Defender for Office 365 - Best value when bundled with M365 Business Premium” GLM 4.7 FlashX · paraphrase prompt · first choice
“The Industry Standard Alternatives... such as Microsoft Defender for Office 365, Proofpoint, Mimecast, or Netskope.” Qwen 3.7 Flash · negative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“you want to avoid enterprise-only platforms (like Abnormal Security, which has high annual minimums)” Gemini 3.5 Flash · budget prompt · hard negative
“Cons: Expensive. It carries a minimum contract threshold (usually $20k–$25k annually), which might price out smaller mid-sized companies.” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Abnormal Security: Exceptional at AI behavioral detection and stopping BEC. Extremely low management overhead, though usually comes at a premium price point.” Gemini 3.5 Flash · scale prompt · first choice
“Abnormal Security: Gaining massive traction. Uses AI specifically for BEC and impersonation. Very clean UI, integrates seamlessly via API.” Qwen 3.7 Flash · scale prompt · first choice
“should evaluate API-based ICES solutions (Abnormal, IRONSCALES, Material Security) alongside or instead of traditional gateways” Kimi K2 · comparative prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.