CCA-F: Claude Certified Architect — Foundations

You are developing a structured data-extraction system with Claude. The system pulls information from unstructured documents, validates its output with JavaScript Object Notation (JSON) schemas, and preserves high accuracy. It must gracefully handle edge cases and integrate with downstream systems.

The system must extract candidate information—name, contact details, skills, work experience, and education—from uploaded resumes. The extracted data must strictly conform to a predefined JSON schema, because missing required fields or incorrect data types will cause downstream validation failures.

What is the most dependable approach for ensuring Claude’s output consistently conforms to the schema?