Every AI coding tool leaves behind a different shape of risk. Choose the tool you built with to see what Mati Systems checks for before launch, client handoff, or production hardening.
Looking by situation instead? See guidance for founders, agencies, and engineering teams, or browse the glossary.
Or read what breaks first, by tool.
Cursor can move through a codebase quickly, changing a dozen files in one pass. The audit looks for the production risks that appear when those edits spread faster than the architecture, tests, and guardrails can keep up.
Claude Code can produce code that looks finished. That is not always the same thing as ready.
Codex nails the details, file by file. The seams between files are where it gets messy.
Lovable is built to make the preview look done. Production is a different bar entirely.
One click and you're live. That's exactly why some steps never happen at all.