Access Management

Access management refers to the systems and processes that control who can view, modify, or use AI models, data, and governance tools within an organization. In AI governance, access management is critical for ensuring that only authorized personnel can make changes to models, access sensitive training data, or modify compliance policies, thereby reducing the risk of unauthorized modifications or data breaches. Proper access controls also support auditability and accountability by creating clear records of who performed what actions and when.

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ResearchUS2026-07-04

55% of CISOs and CTOs Demand Centralized Controls for AI-Generated Software, Survey Finds

A June 2026 survey of 307 CTOs, CIOs, and CISOs conducted by Retool finds that 55% of technology leaders believe security and access controls for AI-generated internal software must reside in a centralized platform. The report highlights persistent governance gaps around shadow AI and so-called vibe coding tools, where developers use AI assistants to generate and deploy internal applications outside formal IT review. The findings signal that most enterprises lack the structural controls needed to govern this category of AI-assisted development.

shadow AI vibe coding enterprise governance security controls centralized platform AI-generated software access management Retool