Prototype to Production
Your prototype works. Now make it production-ready.
We turn AI-assisted prototypes into secure, maintainable, tested and scalable production software.
Fit
Who this is for
- Founders with a working prototype from Codex, Lovable, Bolt, Cursor, Replit or a similar tool
- Teams with an AI-assisted MVP that needs a reliable release path
- Product leaders deciding what to preserve, rebuild or harden
The work
Problems we solve
- The prototype proves an idea but has unclear production boundaries
- Authentication, data, security and delivery foundations need review
- The codebase needs a maintainable path before more features are added
Capability
What we build
- Architecture and code-quality remediation
- Authentication, authorization, security and database design
- Testing, CI/CD, observability and deployment foundations
- Performance, accessibility, AI evaluation and production reliability work
Production quality
Built for the work after launch.
- A clear assessment of what can be retained and what needs remediation
- Security, auth and data design suitable for the product's real use
- Tests, CI/CD and observability that support safe delivery
- Maintainability, performance and accessibility considered before scale increases
Typical engagement
A sensible path from here
- 01Review the prototype, architecture and intended production use
- 02Prioritize risk, remediation and the product path forward
- 03Harden the foundations and highest-value flows
- 04Prepare a controlled production release and next-stage roadmap
Packages & pricing
AI Product Engineering — from $30,000 USD
We review the existing build, prioritize remediation and harden the foundations needed for a real release, as a fixed-scope engagement.
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Related capabilities
FAQ
Useful questions, answered.
Do we need to start over?
Not necessarily. The first step is an assessment of the current build, its intended use and the safest path forward. Some work can often be retained; other areas may need deliberate remediation.
Which AI-assisted tools can you review?
We review software made with Codex, Lovable, Bolt, Cursor, Replit and similar AI-assisted development environments.
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