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Quality

ROI report

Two numbers from you, one from every run, and a monthly answer to whether a job is worth it.

A token bill tells you what the model cost. It cannot tell you what it was worth, because it does not know what a person costs you or how long the job used to take. So the platform asks for both, once.

What you set

An hourly rate per desk. Each desk stands in for a role. Finance work is valued at your accountant’s rate, not at an average.

Minutes per job. When a job is mapped, the work is timed with the person who does it today. That number sits on the job, and every run saves exactly that many minutes. It is a measurement you agreed to, not a projection.

What the platform adds

What each run cost, written by the run itself as it finishes, split into scheduled runs and conversations.

What you get

Per job and per desk, monthly: hours saved, money saved at your rates, money spent, and the net. Conversations are counted as spend, so a job that asks you too often shows up as one.

Red rows

Some jobs cost more than they save, usually because the input is messy: a photo instead of a form, a mail instead of a file. The report shows them in red with the reason. You can fix the input or switch the job off yourself. A job that is switched off stays in the report at zero, so next quarter nobody wonders where it went.

What it does not count

Mistakes that did not happen, and money that arrived sooner. Both are real and neither can be proven, so neither is claimed.

Updated 2026-09-14Next: What it runs on →