Knowledge base
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.
Free intro call
Let's talk about your project - honest and no strings attached
- Straight with Timo and Robin - no sales team, no pitch
- An honest take, including when we are not the right fit
- Concrete next steps for infrastructure, software or AI
No risk: worst case, you leave with a clearer understanding of your project than before.
WZ-IT's advice on our Azure migration was technically sound and completely non-binding right from the intro call - we took away a great deal.
Jakob ÖschlbergerInno7 GmbH
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.

WZ-IT's advice on our Azure migration was technically sound and completely non-binding right from the intro call - we took away a great deal.








