Approach

A method you can audit.

From mapping how the work happens today to improving the system from its own trail. Eight stages, each ending in something you keep.

The method

Eight stages. Something to keep at the end of each.

You can stop after any stage and still own what was produced: a map, an inventory, a design, an evaluation set.

Evaluation

Every failure becomes a test case.

Every change is re-evaluated before it reaches a customer, in all four languages. We publish scores only when they come from real deployments.

Task success
Did the work get done as specified?
Response quality
Correct, complete, in the right language and tone.
Escalation rate
How often a person was needed, and whether they should have been.
Tool success
Calls that ran and returned what was expected.
Error rate
Wrong facts, invented answers or rule breaks.
Latency
Time from request to useful answer.
Cost
Model and infrastructure cost per task.
Customer outcome
What happened next for the person on the other side.