Review AI-built software and keep developing it with control
AI tools accelerate development but do not change responsibility for code, data access, dependencies, deployment and operations. This knowledge area distinguishes one-time audits, ongoing human code review, penetration testing and actual software maintenance. The guides explain which assessment fits before initial go-live, how a review process works while a team keeps developing, and when findings should be followed by a separate implementation scope.
Assessment types & decisions
AI code audit, code review or penetration test?
Compare AI code audits, ongoing code review and penetration testing by objective, timing, depth, deliverable and appropriate combination.
Review AI-built software before production
Review AI-built software before production across repository, auth, data access, dependencies, secrets, CI/CD, monitoring, backup and rollback.
Ongoing review & maintenance
From one team
WZ-IT builds and runs AI Code & Software Quality in production for companies - design, build and operations from one team.
Explore the AI Code Review Retainer →Let's Talk About Your Idea
Whether a specific IT challenge or just an idea - we look forward to the exchange. In a brief conversation, we'll evaluate together if and how your project fits with WZ-IT.
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