cnvrg.ai · work redistribution

Where the effort goes — with and without AI

Getting a job done is a stack of different kinds of work unfolding over time. Automating the core doesn't erase that work — it redistributes it: the build shrinks, but specifying, verifying, and coordinating grow. Each chart stacks the work types over time; the area underneath is the cost to get the job done. Tune the dials and watch the shape — and the total — change.

The job

The dials

Without AIcost
With AIcost
cost to get it done
time to completion
work redistributed
A model, not a measurement — the shapes are illustrative. Effort over time, stacked by work type; area = cost. · Sibling to crossover-instrument. · cnvrg.ai/work-redist