--- title: The Most Dangerous Answer in the SOC Is a Confident One description: Accuracy is the wrong metric for evaluating AI in security operations centers. The real risk is a confident wrong answer — specifically, an AI that dismisses a... canonical: https://daily.dev/posts/the-most-dangerous-answer-in-the-soc-is-a-confident-one-xbvrvd9c9 twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: The Most Dangerous Answer in the SOC Is a Confident One | daily.dev og:description: Accuracy is the wrong metric for evaluating AI in security operations centers. The real risk is a confident wrong answer — specifically, an AI that dismisses a... og:url: https://daily.dev/posts/the-most-dangerous-answer-in-the-soc-is-a-confident-one-xbvrvd9c9 og:image: https://api.daily.dev/og/posts/xBvrvd9C9.png og:image:alt: The Most Dangerous Answer in the SOC Is a Confident One og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # The Most Dangerous Answer in the SOC Is a Confident One **[Security Boulevard](https://daily.dev/sources/securityboulevard)** · 5 min read · 0 upvotes · 0 comments ## Summary Accuracy is the wrong metric for evaluating AI in security operations centers. The real risk is a confident wrong answer — specifically, an AI that dismisses a malicious alert as benign. Even at 99% accuracy, a SOC handling 10,000 alerts daily still mishandles 100 per day. The key design principle for trustworthy agentic SOCs is building AI that recognizes the limits of its evidence and escalates to humans rather than guessing. This requires full audit trails, bounded retries on tool failures, and a hard rule that weak evidence never closes an alert. Regulatory frameworks like the EU AI Act and DORA reinforce the need for human oversight and traceable decision chains. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Most "AI SOCs" Are Just Faster Triage. That's Not Enough.](https://daily.dev/posts/most-ai-socs-are-just-faster-triage-that-s-not-enough--tujmrfrxh) · BleepingComputer · 1 upvotes · 0 comments - [Alert fatigue is breaking SOCs. 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