Close view of a glowing red metal vent

2 to 4 weeks

Evaluation and QA

Measure agent quality with test sets built from your real work.

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Teams scaling beyond a pilot

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Overview

What this looks like in practice.

Timeline

2 to 4 weeks

Team

Applied AI engineer

Best for

Teams scaling beyond a pilot

We turn past cases into a test suite, define what a good outcome means and score every change before release. You always know whether the agent is getting better.

What you get

Golden test set from real cases

Quality scorecard and thresholds

Regression checks on each release

Monthly quality review

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The problem

If you cannot measure quality, you cannot scale it.

Early pilots are judged by feel. That works for ten tickets a day and falls apart at ten thousand, when a quiet change in behaviour can reach every customer before anyone notices.

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How it runs

Four steps, no surprises.

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Sample

We pull real cases and label what good looks like with your best people.

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Measure

Scored test sets cover accuracy, safety and tone for each workflow.

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Tune

Failures are grouped by cause and fixed in order of impact.

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Guard

Every change runs through the tests before it can reach production.

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Outcome

96%

Average resolution quality after tuning

500+

Labelled cases in a starting test set

8 min

To test a change before it ships

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Questions

Before you ask.

A few hundred good ones is enough to start. We grow the set from real failures, which matter more than volume.

A few hundred good ones is enough to start. We grow the set from real failures, which matter more than volume.

Yes. The evaluation sits outside the agent, so it works with anything you can run and observe.

Yes. The evaluation sits outside the agent, so it works with anything you can run and observe.

Your team. We help set the bar and show the trade offs, and the sign off stays with the people who own the work.

Your team. We help set the bar and show the trade offs, and the sign off stays with the people who own the work.

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