Cybergizer implementation notes · Practical guide
Measure the whole operation
Before implementation, follow the task from input through review, exceptions and final use. Record how much work each step takes and who is responsible for it.
Design the review step
Useful automation gives people the context to judge an output: sources, uncertainty, the action being suggested and a route for exceptions. A faster first draft can still create more review work.
Test on cases that matter
Use typical inputs and awkward cases from the actual workflow. Compare quality, rework and operating cost before expanding the deployment.
Map the work before choosing the model
Follow a real example
Walk through one complete work item with the person who performs it. Record inputs, waiting time, decisions, corrections and handoffs. Identify the source system and the person who can approve access. A model is only useful if its output can move through the rest of that process.
Define the handoff
Specify the accepted output, the reviewer and the exception path. Test missing inputs and uncertain outputs alongside routine cases. Measure the effort of the whole workflow, including checking and correction, before deciding to expand automation.