Claude Code can produce code that looks finished. That is not always the same thing as ready.
Mati Systems runs a fixed-scope AI Codebase Audit for Claude Code-built apps. You get a PRISM readiness score, prioritized risk matrix, and a clear hardening plan for what to fix before launch, handoff, or scaling. Typical timeline is about one week. Standard audits are fixed-price at $5,000 to $9,000, and the first scoping call is free.
Already know you need a review? Email [email protected]. No pitch, just a scoping call. Or keep reading for what Mati Systems checks first.
Claude Code produces well-structured, comprehensive-looking code, including integrations left as a TODO or a mocked success path when a real one wasn't explicitly requested. It reads as done because the structure is right, not because the integration is real.
On long autonomous tasks, context from earlier decisions can get compacted or dropped. A pattern established at the start of a feature, like an error-handling style or a naming convention, can quietly diverge by the end of the same session.
Without an explicit CLAUDE.md or equivalent guardrail file, Claude Code follows its own defaults for structure, naming, and error handling, which may not match the rest of your codebase, creating a visible seam between AI-written and human-written sections.
Claude Code can scaffold an entire feature, routes, UI, and tests, in one pass. The tests it writes alongside are often shaped to match the implementation rather than to independently verify behavior, so they pass without proving much.
Mati Systems uses the same PRISM questions on every audit, then applies them to Claude Code-specific risk: stubbed integrations, drifted conventions, shallow test coverage, and seams between AI defaults and existing patterns.
Claude Code produces well-structured, comprehensive-looking code, which is exactly what makes stubbed integrations and mocked success paths easy to miss. The surrounding code looks too solid to doubt. An audit checks whether what looks wired up is actually connected.
Context from earlier in a long agentic session can get compacted or summarized as the task continues, which means conventions established early, like error handling, naming, or structure, can quietly drift by the end. The longer the session, the more it is worth checking for consistency.
It reduces convention drift but doesn't verify business logic, auth correctness, or whether integrations are real versus stubbed. A CLAUDE.md tells the agent how to write code; an audit checks whether what it wrote is actually correct.
Most Claude Code audits take about one week after access is granted. Standard audits are fixed-price at $5,000 to $9,000 depending on repository size, number of services, critical flows, and production sensitivity. Long agentic sessions with a lot of scaffolded code can run toward the higher end, since there is more surface to trace. The initial 20-minute scoping call is free.
If Claude Code helped you get a working product, but you are not fully sure it is ready for users, payments, or client handoff, this is the right review.
Email [email protected] for a free 20-minute scoping call. No pitch, no obligation. Mati Systems usually replies the same day.