AI coding tools can get a product into users' hands quickly. The problems usually appear later, when real traffic, sensitive data, integrations and ongoing development put pressure on decisions made during the prototype stage.
Techne HQ takes AI-built applications beyond the prototype phase by reviewing the codebase, architecture, security, data flows and infrastructure, then rebuilding the parts that need to support production use and long-term development.
This applies whether the original product was built with Cursor, Bolt, Lovable or another AI-assisted development workflow.
A working prototype proves that the product idea can function. Production software has a different job. It needs to handle real accounts, real data, changing requirements and continued development without becoming increasingly difficult to maintain.
We review AI-assisted code for duplicated logic, brittle dependencies and structures that make future development harder. Where needed, we refactor the codebase into clearer modules that engineers can test, maintain and extend.
We review authentication, permissions, API access and sensitive data handling, then close the gaps that become risky once real users and production data enter the system.
We assess database structure, backend services, queries and data flows so the application can handle increasing usage and product complexity without turning every new feature into a workaround.
We introduce the engineering foundations needed for a product that will keep changing, including clearer architecture, testable code, deployment discipline and documentation that another engineer can actually work with.
The product works, but every new feature introduces regressions, slow queries, authentication issues or unexpected dependencies. We audit the application to identify which problems are architectural and which are isolated implementation issues. Then we fix the parts that are limiting development without rebuilding functioning parts of the product unnecessarily.
Design and product studios increasingly inherit AI-built prototypes that look finished before the underlying software is ready for production. Techne HQ can work behind your team as the engineering layer, reviewing architecture, rebuilding unstable components, securing integrations and preparing the application for deployment while you retain the client relationship.
