Can AI Coding Tools Learn to Rank Code Quality?

Developers are starting to look beyond AI-generated code and are asking a bigger question: can these tools help make sense of what’s already written? Some language models are learning to recognize the kinds of patterns that usually show up in well-structured, reliable code.

Key Takeaways

• Developers are starting to look beyond AI-generated code and are asking a bigger question: can these tools help make sense of what’s already written?
• Some language models are learning to recognize the kinds of patterns that usually show up in well-structured, reliable code.
• Understanding how content ranks in LLMs could be key to building smarter systems that flag messy code, tech debt, or logic that doesn’t quite add up.
• AI could give teams a clearer starting point by highlighting code that’s structurally weak or showing signs of deeper issues, without getting distracted by surface-level styling.
• But ...