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ChatGPT Security Guide
Q&AChatGPT

Is ChatGPT generated code secure?

ChatGPT-generated code frequently contains security vulnerabilities because the model learns from a broad corpus of code that includes insecure patterns and outdated practices. Research from Stanford University found that developers using AI code assistants produced significantly less secure code than those writing it manually. Common issues include hardcoded credentials, missing input validation, SQL injection vulnerabilities, and insecure use of cryptographic functions. UNPWNED can scan applications built with ChatGPT-generated code to catch these vulnerabilities before they reach production.

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Last reviewed: 2026-04-07. Based on publicly available security research and UNPWNED scan telemetry.