Mati Systems[email protected]

Is your Cursor-built app production ready?

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.

Mati Systems runs a fixed-scope AI Codebase Audit for Cursor-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.

What Cursor can leave behind

Duplicated business logic across files

Cursor often solves the current prompt by creating a local helper instead of finding the existing one. The app still works, but validation, pricing, permissions, or data rules can drift across files.

Auth checks copied instead of centralized

Agent mode may copy a nearby auth check instead of routing permissions through shared middleware or policies. That creates a quiet failure mode: one path gets updated later, another path keeps the old rule.

Unreviewed blast radius from multi-file edits

Multi-file edits can touch routes, components, services, and config in the same pass. Without tight repo instructions and review boundaries, unrelated behavior can change while the visible feature still looks correct.

Happy-path bias from prompt iteration

Cursor is excellent at making the demo path work. The audit looks for what the prompt loop usually misses: invalid states, failed network calls, empty data, permission edge cases, and recovery paths.

What Mati Systems checks

Mati Systems uses the same PRISM questions on every audit, then applies them to Cursor-specific risk: multi-file edits, duplicated logic, copied auth, weak error paths, and missing guardrails.

ProductionDeployment configuration, environment handling, secret exposure, rollback path, and whether local assumptions survive staging or production.
ReliabilityError handling, logging, failed API paths, background jobs, and recovery behavior around the features Cursor scaffolded quickly.
IntegrityAuth, authorization, validation, data mutations, and business rules where copied logic can drift.
SimplicityDuplicate helpers, dead files, unnecessary abstractions, and agent-generated code that increases cognitive load.
MaintainabilityWhether a developer who never saw the original prompts can safely understand, test, and change the system.

Frequently asked

Is code written by Cursor safe to ship?

It can be. The risk is not that Cursor-written code is automatically bad. The risk is that working demo code can hide duplicated rules, missing authorization paths, weak validation, or deployment assumptions that only show up with real users. The audit separates acceptable risk from issues to fix before launch.

What risks does Cursor's agent mode introduce?

Agent mode can change more files per instruction, which increases blast radius. The code may compile and the UI may look right while auth, validation, tests, or related services drift. That is why the audit focuses on evidence across files, not only the visible feature.

How is a Cursor audit different from a general code review?

A general review usually looks for code quality issues. A Cursor audit is focused on production-readiness risk created by AI-assisted development: duplicated logic, inconsistent patterns, missing guardrails, weak test coverage, deployment assumptions, and what should be hardened first.

How long does a Cursor codebase audit take, and what does it cost?

Most Cursor 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. The initial 20-minute scoping call is free.

If Cursor 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.