Employees are already using unapproved AI tools at work. Adaptive Security outlines a framework for implementing AI governance that maintains productivity while improving security.
Shadow AI adoption is widespread across organizations, with workers deploying tools outside formal approval processes. The challenge: controlling risk without creating bureaucratic bottlenecks that slow teams down.
Adaptive Security's five-step approach focuses on practical governance:
1. Map existing usage — Identify which AI tools employees are already using
2. Assess risk levels — Categorize tools by data sensitivity and security requirements
3. Establish approval workflows — Create streamlined processes for rapid tool evaluation
4. Enable secure alternatives — Provide approved options that meet common use cases
5. Monitor and adapt — Track adoption patterns and adjust policies accordingly
The methodology prioritizes speed of approval over strict restriction. Rather than blocking tools outright, teams evaluate them quickly and integrate approved options into workflows. This reduces the incentive for workarounds while maintaining security standards.
Organizations implementing this approach report better visibility into AI usage and higher employee compliance rates compared to traditional ban-first policies.
Open source AI is rapidly gaining traction, with Hugging Face CEO Clem Delangue reporting that roughly half of Fortune 500 companies now use models from the platform. The shift signals a broader move away from proprietary, rented AI solutions.
OpenAI's newly merged ChatGPT and Codex application for Mac has drawn criticism for its cluttered interface and unintuitive toggle system, according to tech analyst M.G. Siegler.
Solar company Sunrun is launching a pilot program that places AI data center compute nodes in customers' homes equipped with solar panels and battery storage. Participating homeowners will receive compensation for hosting the hardware.
The UK Ministry of Defense has awarded a £2 billion ($2.7 billion) contract for AI-based military training to a consortium led by Raytheon and including European defense prime Rheinmetall AG.