{"data":{"id":"33e28b52-d7ab-422a-a0f6-7f983ae8e848","title":"Successfully Mitigating AI Management Risks to Scale AI Globally","summary":"Many firms struggle to scale generative and predictive AI systems because machine learning-based mechanisms amplify general technology management challenges and create new ones. Based on an in-depth case study of Siemens AG, the authors describe how to mitigate five critical technology management risks to scale AI globally, and offer recommendations for creating company-wide business impact.","solution":"The source text states that the authors describe how to mitigate five critical technology management risks to scale AI globally and provide recommendations for company-wide business impact, but it does not list the specific mitigations in the excerpt provided.","labels":["research","industry"],"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,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Siemens AG"],"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":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":null,"llmSpecific":false,"classifierConfidence":0.8,"researchCategory":"peer_reviewed","atlasIds":null}}