Audit
Review architecture, dependencies, data flow, authentication, state, deployment assumptions, and the places where AI-generated code has become brittle or unclear.
This is service redesign, not career panic.
The buyer is not a developer afraid of AI. The buyer has already used AI tools to ship something real, and now needs production discipline before money, customer data, or operational workflows rely on it.
RFE Online positions this as the missing layer between prototype and production: responsible operators getting confidence before launch.
Scope
Harden
Add or improve tests, validation, error handling, logging, security checks, performance guardrails, and release criteria around the parts most likely to fail in production.
Refactor
Reduce hidden coupling, clarify module boundaries, remove unsafe shortcuts, and make the codebase easier for a human team or future agent workflow to maintain.
Deliverables
Production readiness report
- Risk register by severity
- Launch blockers and deferrable issues
- Security, reliability, and maintainability notes
Hardening pass
- Targeted code fixes
- Test coverage for core workflows
- Deployment and environment checks
Handoff pack
- Architecture notes
- Runbook and release checklist
- Recommended maintenance cadence
Engagement flow
Intake and repository access
We confirm the product goal, current risk, launch timeline, stack, and the customer workflow that matters most.
Audit and triage
We map the highest-risk paths first, separating true launch blockers from nice-to-have cleanup.
Hardening sprint
We make scoped improvements across tests, refactors, safety checks, reliability, and documentation.
Launch-readiness handoff
You leave with a clearer codebase, an explicit risk register, and a practical production checklist.
Good fit
This is built for founders, operators, and small teams with an AI-generated or AI-assisted MVP that already demonstrates value but feels fragile under the weight of launch decisions.
It is not generic prompt coaching, tool comparison, or a from-scratch rebuild by default. The job is to turn working software into a maintainable system with a defensible path to production.
Bring the MVP. Leave with launch confidence.
Use the strategy call to scope the product, identify the highest-risk workflows, and decide whether a production-hardening engagement is the right fit.
Book a hardening review