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Close-up of a campaign analytics dashboard on a laptop screen, showing frequency and ROAS trend lines in sharp focus, clean white desk surface, high-key studio daylight
Close-up of a campaign analytics dashboard on a laptop screen, showing frequency and ROAS trend lines in sharp focus, clean white desk surface, high-key studio daylight
— Featured Article

Why ad frequency kills conversion before reach does.

Most campaigns exhaust their audience before exhausting their budget. Here is the frequency threshold data — by platform — that predicts drop-off before it hits your ROAS.

Recent Analysis

Every article, a testable framework.

Paid Social
Platform Mechanics
Creative Testing

The bid strategy that cut CPL by 34%.

What the feed algorithm actually ranks.

Three creative variables that predict conversion.

A breakdown of cost-cap versus target-cost bidding across three B2B campaigns, with the decision rule that determined which to use.

Not a guess — a test run across 11 accounts over 90 days, mapping signal weight to measurable reach outcomes for mid-market spend levels.

Hook length, CTA placement, and motion density — the variables with statistically significant lift across 40 split tests in the last two quarters.

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