/ prototype hardening

Turn the promising prototype into software people can rely on.

We help teams move from a fragile MVP, AI demo, or vibe-coded app into a production system with clearer architecture, data models, tests, observability, and support paths.

Stabilize an MVP See relevant work

/ Reality check

The demo is not the system.

A prototype can prove demand while hiding the work needed for permissions, data integrity, failure handling, deployment, and maintainability.

Codebase and architecture review.
Data model cleanup and integration hardening.
Critical path rebuilds where patching would create more risk.
Launch checklist for reliability, security, and support.

/ Path

Keep momentum while replacing weak foundations.

We avoid rewriting everything by default. The first pass identifies what can stay, what needs guardrails, and what must be rebuilt before scale.

Prioritized technical debt with business impact.
Incremental delivery so the product can keep moving.
Documentation that makes ownership possible after handover.

/ proof

Relevant work
behind the claim.

/ Event operations

Varuna

Technical leadership across a CRM and event operations platform with workback plans, email ingestion, AI task generation, and production architecture.

/ Workflow product

Hookwell

Full-stack product delivery for a browser extension and web app that helps marketers collect and reuse email references.

/ related

Keep exploring.

AI prototype to production

A focused path for AI demos that need real reliability.

AI agent production guide

Why evals, logs, and scoped tasks matter after the demo.

Technical audit

Find the biggest risks before investing in the next phase.

/ questions

Do you rebuild from scratch?

Only when it is the practical option. We first separate useful product learning from fragile implementation choices.

Can you work with AI-generated code?

Yes. We can audit the app, identify risky areas, and rebuild the foundation needed for real users, data, and support.