Find the workflow.
Bring one repeatable job with real traffic, a measurable answer and material inference cost.
HOW IT WORKS / ONE MEASURED LOOP
From workflow to model you can own.
The path is service-led because the quality bar has to be right before a serving decision is useful.
Build the eval with the team.
Turn expert judgement into a held-out test your product and operations teams can defend.
Grade every model.
Compare frontier and open-weight models on the same work to find the lowest cost per task.
Post-train, pilot, improve.
Post-train the best open model, run it in India, then use production feedback to keep improving it.
START WITH ONE WORKFLOW