3-week sprint • Engagements start at $15,000 • Limited capacity per quarter

From AI Prototype to Production

We turn fragile AI demos into stable, production-ready software — so you can grow with confidence.

Apply for AI Stabilization

Most AI prototypes aren't built for real users.

  • •It works in a demo, then breaks under real usage.
  • •Small changes cause unexpected failures.
  • •You can't tell what's happening when something goes wrong.
  • •Shipping new features feels risky and slow.
  • •Growth becomes a firefight.

The risk isn't the AI. The risk is the foundation around it.

A stable foundation you can build on.

  • •Reliability: fewer failures, smoother user experience
  • •Visibility: you can see what's happening and why
  • •Maintainability: changes don't break everything
  • •Scalability: prepared for more users and more usage
  • •Delivery: shipped to production with clear handoff

What we do in 3 weeks

Assess

We review your current product, identify what's fragile, and define a clear scope.

Stabilize

We strengthen the critical parts so the system behaves predictably under real usage.

Ship

We deploy a production-ready version and document what's in place for your team.

What's included

  • •Architecture and code audit (focused and practical)
  • •Refactor/rebuild of fragile areas (only what matters)
  • •Better error handling and safer releases
  • •Logging and monitoring so issues are visible
  • •Secure handling of keys and sensitive data
  • •Production deployment
  • •Clear technical documentation

What this sprint is not

  • •Not "AI strategy consulting"
  • •Not a long, open-ended engagement
  • •Not a full redesign of your product
  • •Not model research or custom model training

This is a fit if

  • •You have a working prototype or beta
  • •You're preparing to scale users or usage
  • •You've raised (or are raising) funding
  • •Your team is shipping fast but the product feels fragile
  • •You need stability before you add more features

Not a fit if

  • •You're looking for the lowest bid.
  • •You need a large team overnight.
  • •Your scope is undefined.
  • •You want junior engineers handling core architecture.

Why Fixe

Fixe is senior-led engineering. You work directly with experienced engineers, with minimal overhead and clear accountability.

  • •Senior-only execution
  • •No outsourcing, no team rotation
  • •Clear scope and deliverables
  • •Limited engagements per quarter

Investment

Engagements start at $15,000. Final scope is confirmed after a short evaluation to keep deliverables clear and predictable.

Ready to make your AI product production-ready?

Apply for AI StabilizationSee our other sprints

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Tell us which sprint you need and where your product is today.