Turn vibe-coded output into a production-grade product.
The problem is rarely that AI touched the codebase. The problem is weak prompting, no agent workflow, no verification loop, and no production standards. Verity brings expert AI-native workflows and senior engineering judgment to untangle the risky parts and turn the working demo into software your team can keep shipping.
- Every small change breaks something unrelated
- Auth, payments, or webhooks were generated and never reviewed
- The app works for a demo but slows down under realistic data
- The app was built by prompting until it worked, but there is no repeatable workflow behind it
- There is no test coverage for signup, checkout, admin, or data writes
- Clear production-readiness roadmap
- Secure authentication and authorization
- Reliable data model and migrations
- Tests around critical flows
- Clean boundaries between UI, business logic, infrastructure, and AI-assisted code generation
- Repeatable AI-assisted delivery workflow your team can keep using
- Codebase and workflow audit with prioritized findings
- Security and dependency review
- Refactor plan split into safe phases
- Production fixes for the highest-risk areas
- Testing, CI, deployment, and agent workflow recommendations
Do you rewrite the whole app?
Usually no. Most of the leverage comes from improving the AI-assisted workflow, then refactoring the risky paths in order: security, data, performance, scalability, and maintainability. A full rebuild only makes sense when the current foundation is more expensive to save than replace.
Can you work with non-technical founders?
Yes. The audit is written in plain language, with engineering detail behind each finding. You get a decision-ready plan that explains where better prompting, workflow changes, and code changes matter most.
Which AI builders do you support?
We work with Cursor, Lovable, Bolt, Replit, v0, Claude Code, ChatGPT, and custom agentic workflows. The tool matters less than how it is being driven.