Enabling AI systems
to self-improve
in production
AI systems fail in ways traditional software never did. As adoption accelerates and stacks shift across models, integrations, and edge cases, reliability and evals become brittle and increasingly difficult to maintain.
We believe the next era of AI-native software requires a new layer in the stack: an adaptation layer that makes self-improvement an expected part of its lifecycle.
Nuraline is a forward-deployed AI agent that lives inside your system. It reads from telemetry and traces, ties together user feedback and production behavior, and turns real issues into new evaluations and tested improvements across the stack.
Join the beta
Today we work closely with product teams and enterprises that require rapid, measurable gains in agent reliability across enterprise search, web navigation and long-horizon reasoning.
Join the team
Nuraline is an applied AI team focused on enabling AI systems to self-improve in production. We are building the product we wished we had while scaling out agents at xAI, Superhuman and Predibase.
If this sounds exciting, we'd love to hear from you.