How Undefined Coding Standards Turn AI-Generated Code Into Review Bottlenecks

When AI generates code without predefined standards, those standards get negotiated during review—making it an expensive bottleneck. Most comments in lengthy reviews focus on structure, naming, and conventions rather than logic. Pre-establishing clear coding rules ensures code already meets standards before human review, dramatically shortening review cycles.