Measure Accepted Work Instead of AI Activity

Cybergizer implementation notes · Practical guide

Define an accepted unit

Choose a completed task that the business recognises: a reviewed record, a resolved request or an approved draft. Record the quality conditions and the person who accepts it. Separate attempts, suggestions and accepted results in reporting. This distinction prevents a busy system from looking successful while users continue doing most of the work outside it.

Capture comparable observations

Measure baseline and changed workflows using a consistent task definition. Record input complexity, exceptions, review time and rework. Include the cost of integrations, operation and human handling. Avoid comparing easy pilot examples with the entire historical workload. Note uncertainty when the available observations are too limited to support a confident claim.

Use evidence to make a decision

Review the measures with process owners and staff. Ask whether the change removes effort or transfers it to another role. Keep a record of assumptions and changes made during observation. Continue, narrow or stop the deployment based on the complete picture. Publish outcomes only with an agreed measurement method and permission, without turning a limited observation into a universal performance promise.