{"data":{"id":"e827a44b-afd4-46d7-b232-6ac69308c2a3","title":"Security Review Agents: 12x Fewer Tokens, 2.6x More Findings | Endor Labs","summary":"Endor Labs compared the same model, claude-sonnet-4, on 34 security prompts across 13 scopes, once with Endor Labs security evidence and once working alone from the repo and web. With the evidence, the agent used 12x fewer tokens and finished in about a third of the time. A separate benchmark found that Endor Labs AI SAST identified 2.6x more real vulnerabilities than frontier models prompted to find them on their own.","solution":"N/A -- no mitigation discussed in source.","labels":["security","industry"],"sourceUrl":"https://www.endorlabs.com/learn/2x-the-findings-12x-fewer-tokens","publishedAt":"2026-11-09T15:05:13.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"news","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":["Anthropic"],"affectedVendorsRaw":["Endor Labs AI SAST","claude-sonnet-4"],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-11-09T15:05:13.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.8,"researchCategory":null,"atlasIds":null}}