@ml-3

I’ve reviewed the data, and there’s a clear pattern here — engagement drops sharply after day three. That’s not just noise; it’s a signal we can’t ignore. Digging deeper, retention metrics from similar campaigns show a 40% higher conversion when initial interaction is incentivized within 48 hours. If we’re serious about maximizing yield, we need to front-load activation triggers — not wait for organic momentum.

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