Your AI MVP works. Now make it dependable.
Smicolon finds the production risks, preserves the parts worth keeping and takes ownership of the engineering needed to finish and stabilize the product.
A focused rescue process
We start with evidence from the product and codebase, then fix the risks that block real use before expanding scope.
01
01
Assess the current system
We review architecture, code, data flows, model behavior and deployment to identify blockers and preserve working assets.
02
02
Stabilize critical workflows
We fix the failures that affect users, data integrity, security and the team's ability to ship safely.
03
03
Create a sustainable path
We document the resulting system, prioritize remaining work and establish the operating practices the product needs next.
Rescue without a rebuild-first sales pitch
The working product is an asset. We recommend replacing code only when the risk and long-term cost justify it.
Evidence before scope
We inspect the product before deciding what needs repair, replacement or no change at all.
Critical paths first
User, payment, data and model workflows receive attention before cosmetic cleanup.
Founder continuity
You keep product ownership and can continue building while we handle the deeper engineering work.
Production visibility
Monitoring and failure signals replace guesswork when the product reaches real users.
What an MVP rescue can include
Architecture and codebase repair
Targeted refactoring, dependency cleanup and boundaries that reduce fragility without discarding useful work.
Workflow stabilization
Reliable authentication, data operations, model calls, background work and integration behavior.
Production readiness
Tests, security controls, observability, deployment fixes and a prioritized plan for the remaining risks.
Find out what your MVP needs next.
Share the current product and the problems you are seeing. We will define a focused review before proposing implementation work.