Your work is the benchmark.

Your work is
the benchmark.

Riften runs evaluations automatically using your company’s production experience.

Learn what
actually worked.

Workflow outcomes give evaluations context. Measure success against the task, not just the response.

Keep the
comparison honest.

Whole sessions stay separate from training, so repeated conversation history does not inflate results.

Improve
with evidence.

Compare quality, cost, and latency. Keep changes grounded in the work your company needs models to do.