{"data":{"id":"33e28b52-d7ab-422a-a0f6-7f983ae8e848","title":"Successfully Mitigating AI Management Risks to Scale AI Globally","summary":"Many companies find it difficult to scale AI systems (machine learning models that learn patterns from data) globally because these systems make existing technology management problems worse and introduce new challenges. Based on a study of how industrial company Siemens AG handles this, the source identifies five critical risks in managing AI technology and offers recommendations for successfully deploying AI systems across an entire organization.","solution":"N/A -- no mitigation discussed in source.","labels":["research"],"sourceUrl":"https://aisel.aisnet.org/misqe/vol24/iss3/3","publishedAt":"2025-09-30T15:39:45.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":["Siemens"],"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":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}