One cockpit above ChatGPT, Zapier, Make, and n8n - owners, costs, approval gates, and a white-label monthly report.
Method: baseline from your logs x 0.7 uncertainty discount, rework hours at your blended rate. Every number reproducible from the trail.
When an agent starts failing, the question is never the graph. It is what to do before the client notices. The cockpit answers with a number attached.
Metrics hold or improve. The agent keeps running - and the report proves it earned its keep.
Degradation is local and recoverable: a swapped model, a drifted prompt. Fix it, do not lose the automation.
Cost exceeds value and the trend will not turn. Stop it on evidence, not on a bad week.
The loop is the product: four steps a month, and the renewal conversation stops being about whether it worked.
Early access is interview-led for AI consultants and MSPs who already manage automations for SMB clients.
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