The Right Way to Pair AI With Terraform Plans

Short summary

Pasting raw Terraform plans into Claude produces noisy, hard-to-scan reviews. Instead, use terraform show -json with jq to extract only dangerous changes (deletes/replaces), then send a compact JSON summary with a structured prompt. This pattern can be automated in CI/CD to catch deployment risks before apply.

• •Raw terraform plan output is too verbose for effective AI review
• •Filter with jq to extract only dangerous changes (deletes, replaces) and send structured JSON to Claude
• •Use a specific three-part prompt for data-risk assessment, and automate the workflow in CI/CD

Generated with AI, which can make mistakes.