Using generative AI for proactive IaC code generation that’s compliant with service control policies using Amazon Bedrock

This article demonstrates how to use Amazon Bedrock and generative AI to automatically generate Infrastructure as Code (IaC) that complies with AWS Service Control Policies (SCPs).

• Automates SCP-compliant IaC generation using Amazon Bedrock foundation models
• Eliminates manual validation of templates against organizational policies
• Integrates Amazon Cognito for identity management and AWS WAF for API protection
• Dynamically syncs S3 knowledge base with organization's SCP lifecycle in real-time
• Uses Amazon Bedrock Guardrails to block sensitive data and ensure responsible AI
• Workflow captures SCP changes via CloudTrail, extracts via Lambda, enriches prompts with policy context
• Developers submit natural language infrastructure requirements through API Gateway
• Foundation model generates compliant IaC templates with policy constraints embedded
• Solution deployable via Terraform with prerequisites including AWS Organizations and Amazon Nova Lite access

This approach reduces manual effort, accelerates deployments, minimizes compliance risk, and maintains governance standards without slowing innovation.