Why Terracotta AI?

Empowering Teams to Deploy Infrastructure with Confidence

Infrastructure as Code (IaC) is no longer confined to DevOps teams—it’s becoming a core responsibility across engineering organizations of all sizes. As GitOps practices shift further left, complexity scales with your team. Developers, SREs, and platform engineers must move quickly without compromising security, stability, or clarity.

Terracotta exists to help anyone build and deploy Terraform—and other IaC, with speed and confidence.

AI is the Future of Managing IaC at Scale

We believe generative, context-aware AI is the next major leap for infrastructure automation. Traditional tools lack the ability to account for context—why a change is happening, how it impacts other systems, and what potential risks may arise. That’s where AI steps in.

Terracotta delivers real-time, intelligent feedback that understands your infrastructure, not just the code, but the entire environment in which it operates. By embedding this intelligence into the pull request workflow, we create a feedback loop that accelerates delivery without sacrificing quality.

What Terracotta Surfaces in Every PR

Our AI-powered analysis gives teams deep, actionable insight across the entire IaC lifecycle:

Dependency mapping and collision detection
Misconfiguration and best practice violations
Drift between code and deployed infrastructure
Change history and deployment lineage
Cost impact analysis
Security misconfigurations and vulnerabilities
Blast radius estimation
Advanced plan analysis and resource prediction

How It Works

Terracotta integrates directly into your Git-based workflows to deliver:

⚡ Instant, context-aware PR reviews
🔍 Real-time drift detection
💬 An AI agent that answers IaC questions on demand
🧠 In-context code generation for Terraform and CDKTF

Your Terraform AI Expert

Terracotta’s AI models are purpose-built and fine-tuned for Infrastructure as Code. Trained on thousands of production Terraform configurations, cloud architecture guides, compliance patterns, and open-source best practices, Terracotta continuously learns from your real infrastructure history.

From your first commit to production deployment, Terracotta evolves alongside your code, delivering precise, context-rich guidance tailored to your environment.