CodedWorld
04 / AI → Production

Built with AI? Ship it properly.

For software created or accelerated through AI-assisted workflows. We assess the gaps between prototype and production, then scope the hardening work.

Prototype → production.

Focus on the gaps AI-generated software often leaves behind.

Identity

Auth & permissions

Session handling, roles, secrets and access control.

Money

Payments & webhooks

Payment flows, webhooks, error handling and operational safety.

Runtime

Cloud & observability

Deployability, logs, monitoring, environment configuration and recovery.

Production, not just polish.

We assess what the prototype needs before quoting the hardening work.

Code

Structure

Dependencies · validation · errors · maintainability

Security

Exposure

Secrets · auth · injection · permissions · data

Launch

Operations

Deploy · DNS · SSL · backups · monitoring

Get your prototype launch-ready.

Describe the app and current state. We’ll recommend the smallest sensible productionisation path.

Assess my app