Headline outcome
11 → 3 hrs/wk
Per-manager admin time, before / after
Case study · Services · ~25 headcount
Headline outcome
11 → 3 hrs/wk
Per-manager admin time, before / after
What it takes
The biggest gain came from removing a recurring approval bottleneck, not from any single piece of software. The AI agents helped — but the redesign of who approves what, when, was the bigger lever.
Challenge
What we did
Outcome
More cases
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Close: ~14 → ~6 days
From 14-day close to 6-day close on a café group.
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Retail · D2C + retail · 1 outlet
4 channels reconciled by Day 3
Reconciling 4 sales channels into one P&L.
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F&B · Pre-launch incorporation
Books, banking, dashboard on opening day
Launching with the stack already in place.
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