{"data":{"id":"52023657-22f8-46ad-84ca-aae0b19c5a5c","title":"Why data quality dictates security operations success","summary":"AI systems used in security operations centers (SOCs, teams that monitor and respond to security threats) perform better when they receive high-quality data rather than when using more advanced models. Research shows that better network evidence (detailed information about network activity) can improve security outcomes by 2-4 times, because AI can only draw conclusions from the data it actually has available.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://www.csoonline.com/article/4206800/why-data-quality-dictates-security-operations-success.html","publishedAt":"2026-08-17T13:54:32.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedVendors":["Anthropic","Google"],"affectedVendorsRaw":["Anthropic Claude Opus","Google Gemini Pro","Claude 3.5 Sonnet","Gemini","ChatGPT 4o","Mistral Large 2"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":"2026-08-17T13:54:32.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"inference","llmSpecific":true,"classifierConfidence":0.82,"researchCategory":null,"atlasIds":null}}