Governing AI in the Cloud: A Practical Guide for Architects
Summary
This article outlines a practical framework for governing AI in cloud environments. It explains how to discover shadow AI through CASBs, service mesh telemetry, and API gateway logs, then classify data at creation and enforce access through IAM and network controls. It also recommends making compliance easier for developers with secure defaults, policy-as-code, and a model registry that acts as a source of truth. The article closes by showing how risk-based approvals and operational monitoring can keep AI governance aligned with delivery speed.
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applications
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SaaS
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Linked Companies
Amazon
$1B+
Google LLC
$100M to $250M
Microsoft
$1B+
Netskope
$500M to $1B
TensorFlow
$10M to $25M
OpenAI
$25M to $50M
Istio
$1M to $5M
Nx
$1M to $5M
MLflow
up to $1M
Hugging Face, Inc.
$10M to $25M
PyTorch
$10M to $25M
Anthropic
$10M to $25M