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Automated rules vs manual optimization: when the robot killed my winner

Automated rules vs manual optimization: when the robot killed my winner

The setup: 6 campaigns running, $600/day total. To save hours, I set auto-rules: pause any ad set below break-even ROI over 24 hours.

The move: Compared a month on aggressive auto-rules vs the prior month of manual eyes-on optimization.

The numbers (illustrative): Auto-rules saved ~2 hrs/day but paused an ad set on a Sunday dip that would've recovered Monday — it had been my +40% performer. Net: auto-month landed +11% ROI. Manual month, same campaigns, +19% — because I'd have held that ad set through the weekend lull.

The lesson: Auto-rules don't understand context — day-of-week seasonality, a tracking blip, a payout that posts late. They optimize on a snapshot, not a trend. They're great for catching disasters, terrible for nuanced calls.

What I'd do differently: Use auto-rules as a circuit breaker (kill anything spending with zero conversions after $X), never as a profit optimizer. I gave the robot a scalpel when it should've had a fire alarm. Automate the obvious cuts, keep human judgment on the close calls.
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