use case · founders

Ship software without an engineering team.

What founders use it for

  • Prototyping an MVP without depending on an outside developer for every change.
  • Reviewing AI-generated code before it lands, with a checkpoint to roll back to.
  • Letting the app run all the safety checks automatically — no developer tools to learn.
  • Keeping spend separate: subscription is fixed, provider usage is BYO-key.

What founders avoid

  • Autopilot AI tools that ship broken code straight to production.
  • Bundled-compute pricing where every prompt feels like a meter running.
  • Cloud-only workflows that lose context when the network drops.

Read: safe AI software development