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How to Conduct a Successful Audit of AI-Driven Software Development

securityweek.com 2026-07-02 compliance / governance High

Executive Summary

An article explains how CISOs can audit AI-driven software development, covering developer practices, AI tool governance and risk detection.

What Happened

As AI-generated code becomes commonplace, CISOs need new audit strategies to measure developer practices, govern AI tool usage, and identify software risks before they reach production. The post How to Conduct a Successful Audit of AI-Driven Software Development appeared first on SecurityWeek .

Vulnerability / Attack Technique

AI-generated code governance

Technical Mechanism

Guidance.

AI Security Category

LLM03:2025 Supply Chain

Part of the AI Supply Chain and AI SBOM topic.

Relevant Frameworks

LLM03:2025 Supply ChainLLM09:2025 Misinformation

RealGround Analysis

Audits should cover which AI tools write code.

Recommended Controls

  • Govern approved AI coding tools

Related RealGround Service

AI Security Readiness Assessment · or start with the free AI Agent Security Scanner.

Sources

securityweek.com: https://www.securityweek.com/how-to-conduct-a-successful-audit-of-ai-driven-software-development/

Summary and analysis written by RealGround from the source above; last updated 2026-10-18.

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