Run Ella in shadow mode first
Build trust by letting Ella do the work in the background and comparing her proposals with what your team did.
Pick a slice of work
Choose one workflow and one team. A narrow slice makes the comparison honest and the rollout easy to explain.
Let Ella shadow it
She delegates, aggregates and proposes exactly as she would live. Your team keeps doing the work the old way. Each proposal is kept so you can compare it with what actually happened.
Review the differences
Look at where Ella's proposal matched your team's action and where it did not. Disagreements usually point to a missing rule or a connection that is not set up yet.
Switch on the gate
When the proposals are consistently right, turn on approvals for that slice. Ella now waits for your yes, and approved actions write back to your systems. Repeat for the next slice.
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