The 80/20 flip is Aran's planning heuristic for moving more team time from repeatable execution to direction and judgment. The 80/20 split is shorthand for the intended shift. It is not a measured ratio or an industry benchmark.
What does the 80/20 flip mean?
The heuristic separates repeatable work from work that needs judgment. Research, formatting, record updates, and routine coordination may suit an agent. The brief, relationships, exceptions, and final decisions stay with the team.
How should a team measure it?
- Record the current hours spent on the target workflow.
- Choose one bounded task with clear sources and a named owner.
- Measure time, cycle length, errors, and review quality after deployment.
- Keep, change, or remove the agent step based on the result.
How does Aran use the heuristic?
Aran first maps the workflow and its decision points. It then deploys specialised agents for defined research, coordination, and preparation while accountable people retain judgment and approval. The team measures its own result rather than assuming an 80/20 outcome.
Frequently asked questions
What is the 80/20 flip?
It is Aran’s planning heuristic for moving more team time from repeatable execution to direction and judgment.
Is the 80/20 flip a measured ratio?
No. The 80/20 split is shorthand for an intended shift, not an industry statistic. Each team should measure its own baseline and result.
How do you apply the 80/20 flip?
Choose one repeatable workflow, record its baseline, define a human owner and agent boundaries, deploy the smallest useful change, and compare the result.