AI-Built Software to Production

You built it with AI. Now make it something your business can depend on.

Your AI-built application works. It has users, revenue, or a real business workflow behind it. The next step is making it dependable.

Sound familiar?

You proved the software is useful. But...

  • It works. You're just not sure you trust it.
  • There's no proper deployment process. You deploy by hand, or not at all.
  • Tests are thin or missing. You find out about problems from users.
  • Only one person understands how it runs in production.
  • The architecture has grown organically and nobody has reviewed it.
  • You're handling real customer data without confidence in backups or recovery.
  • Monitoring doesn't exist, or exists but nobody trusts it.
AI made it dramatically easier to build the first version. The next challenge is making the result dependable enough for a real business. Nobody needs to rewrite everything. The goal is targeted engineering work on the things that actually matter.

What happens

A focused stabilization engagement

I assess the existing system and make it dependable without reflexively rewriting it.

  • Review the architecture, deployment, and infrastructure
  • Prioritize what matters and leave the rest alone
  • Stabilize deployments, CI/CD, and database safety
  • Add monitoring, backups, and recovery
  • Write critical-path tests where they count
  • Document and hand over so your team can operate it

After the engagement

What changes

  • You can deploy without worrying.
  • Production issues surface before users report them.
  • The system has backups, recovery, and a rollback path.
  • Your team can operate and change the application without you.
  • Your attention goes back to product and customers.

Who this is for

Software with real business value: real users, real revenue, or a real business workflow that depends on it.

Best suited for software that has already proven its worth.

About

The work behind a dependable system

I'm Vladislav Supalov, an infrastructure and software engineer with over a decade of experience. I work with founders and operators who have built something valuable and need it to become dependable.

I work with existing systems and avoid unnecessary rewrites. The goal is always the minimum effective intervention that gets your system to a place you can trust.

More at vsupalov.com.

Let's figure out if there's a useful engagement.

Tell me what you've built, who depends on it, and what's worrying you.