Earned intelligence.

Riften connects routing to company-specific models. Start by routing AI requests. Learn which outputs succeed. Build evaluations and training data from that experience.

Learn what works.

A response tells you what was generated. An outcome tells you whether it worked. Connect the two to evaluate models on your company’s real tasks and improve routing decisions.

Models shaped by your work.

With content capture enabled, assemble accepted examples, preference pairs, and held-out evaluations for your training stack. Autonomous post-training improves company-specific models through verified experience.