Corporate AI environment

The ecosystem of AI systems, tools, and practices deployed within an organization, including sanctioned and unsanctioned implementations. A critical challenge is Shadow AI—unauthorized AI projects operating without IT or security oversight.

• Shadow AI definition: Unauthorized or undiscovered AI instances within corporate networks, as defined by IBM’s Jeff Crume (2026), posing significant security and compliance risks shadow-ai
• Key risk: Employees using generative AI for tasks without governance, leading to data leakage, regulatory non-compliance, and uncontrolled model deployment AI Governance
• IBM’s management strategy: Proactive visibility into all AI instances required to mitigate risks, emphasizing organizational awareness beyond formal IT channels AI Governance
• Source: IBM Shadow AI (Jeff Crume, IBM Technology, 2026)

2026 04 14 IBM Shadow ai