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AI-Native Startups

The plumbing that turns model demos into reliable, observable, billable products.

The model is 20% of the product. We build the other 80% — auth, billing, evals, observability, UX — so AI startups can focus on the model.

Where teams struggle

  • Eval and quality regressions
  • Cost spikes and unpredictable latency
  • Prompt and model versioning
  • Turning a demo into a real product

How we help

  • Evaluation harnesses with CI gates
  • Cost and latency observability
  • Versioned prompts and feature flags
  • Production-grade product around the model

Work with us

Working in this space?

Start with a short discovery call, or send full project details if you're ready. A senior engineer replies within one business day.

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