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You are building a structured data extraction system using Claude.

You are building a structured data extraction system using Claude. The system extracts information from unstructured documents, validates the output using JavaScript Object Notation (JSON) schemas, and maintains high accuracy. It must handle edge cases gracefully and integrate with downstream systems.

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

What is the most reliable approach to ensure Claude’s output consistently matches the schema?

A.

Parse Claude’s text response with regex patterns to extract JSON objects, using retry logic for malformed responses.

B.

Include detailed JSON formatting instructions and a template example in the system prompt, asking Claude to output only valid JSON.

C.

Make two separate API calls—first extracting information as text, then asking Claude to format that text as JSON.

D.

Define a tool with an input schema matching your required JSON structure and extract the data from Claude’s tool_use response.

Anthropic CCAR-F Summary

  • Vendor: Anthropic
  • Product: CCAR-F
  • Update on: Jul 12, 2026
  • Questions: 60
Price: $52.5  $149.99
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