Productionization Sprint

Move from working demo to production-ready product.

WR Dev Labs helps harden, refactor, deploy, document, and hand off prototypes that need to support real users, real data, and real business decisions.

Pricing: $10k–$25k+, set after a short scoping call.

When a sprint makes sense

Past the demo. Before the buildout.

A sprint is right when the idea is proven, the foundation needs work, and the next six weeks decide what happens to the product.

  • You have a working prototype that needs real users, real data, or real business decisions.
  • An audit or blueprint identified specific risks and you’re ready to fix them.
  • You need a deployable pipeline, observability, and handoff documentation before launch.
  • Investors, customers, or internal stakeholders need to see something credible — fast.
  • Your team can take over after the sprint, or you want a clean handoff to a new engineer.
What we can improve

Concrete tracks. Not “best practices.”

Auth & access control

Real auth provider, role boundaries, session handling, and account lifecycle that won’t embarrass you on day one.

Deployment pipeline

Build, deploy, and rollback paths across environments — secrets handled correctly.

API & backend cleanup

Validation, error contracts, authorization at the edge, and predictable boundaries.

Data model cleanup

Schema clarity, ownership boundaries, retention assumptions, migration sanity.

AI integration hardening

Timeouts, retries, fallback behavior, evaluation, prompt boundaries, cost-aware patterns.

Monitoring & logging

Structured logs, error reporting, baseline alerting — so you can see what production is doing.

Documentation & handoff

Architecture notes, runbooks, environment docs, and a roadmap your next engineer can own.

Example sprint tracks

We pick the tracks that move you the furthest.

  • Auth and access control
  • Deployment pipeline
  • API / backend cleanup
  • Data model cleanup
  • AI integration hardening
  • Monitoring and logging
  • Documentation and handoff
Common sprint outcomes

What you walk away with.

A deployable, observable application with environment hygiene.
Cleaner repo structure and clearer module boundaries.
Auth, data handling, and AI integration patterns you can defend in diligence.
Documentation and runbooks for ongoing operation and handoff.
A roadmap for what to build next, with effort and dependencies.

WR Dev Labs provides technical engineering review and implementation support. This is not legal, regulatory, medical, security-certification, or compliance-certification advice.

Ready to move from demo to production?

Tell us what you have. We’ll come back with a sprint scope and estimate.