Notes

Short notes.

Real work. Short reads.

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We cut cost per lead by 38%.

The account improved when lead quality mattered more than click count.

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A smaller audience brought better leads.

Follower count fell, but lead quality improved.

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Smaller targeting lifted returns.

Narrower targeting and tighter creative improved the numbers.

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Where AI helps. Where it does not.

AI helps most when the rules are clear and people still decide.

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We tested 6 sponsorships. Only 2 were worth more spend.

Big audience numbers did not mean the placements were good.

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Interactive display that made people pay attention.

One clear interaction turned passive views into better traffic.

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We lifted organic leads by 186%.

Traffic was not the answer. Better pages were.

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Case references are for learning. Outcomes vary by context.