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Ideas / ads
2026-09-20 · Louis Korczowski, PhD

Organic winners make your ads cheaper: the Williwaw numbers

Williwaw divided its cost per new customer by almost three, from €96 to €36, after viral videos went into its ads. Why organic testing should feed paid.

Most startups run two separate machines. One team makes organic content. Another team, often an agency, makes ad creatives. The two rarely talk.

That split is expensive.

The platform tests for free

Every organic post is a free experiment run by the algorithm. It shows your video to a small audience, measures how long people stay, and decides whether to push further. By the time a video passes a few hundred thousand views, you know its hook works on strangers.

An ad creative made from scratch has none of that proof. You pay to find out.

The Williwaw case

Williwaw sells a design fan priced at €999, a product that needs explaining. We built short-form content around it, and a few videos broke out: 3M views in 10 days on TikTok and Instagram. The stock sold out in two weeks.

Then those winners went into the ad account. The cost per new customer dropped from €96 to €36. Divided by almost three, with the same product and the same targeting logic. The only change was the creative.

Why this matters more for SaaS

SaaS and AI founders face rising CPMs and creative fatigue that shows up in week two. Rotating agency creatives monthly treats the symptom.

The structural fix is a pipeline: a content factory that produces volume, a data loop that spots winners, and a handoff of the winners to paid. Organic finds the hooks, paid scales them.

How to start

  1. Produce enough organic volume for patterns to show. One production day gives 15 videos.
  2. Read every video at 48 hours against its format’s expected distribution.
  3. Move the top performers into ads with minimal edits.
  4. Feed the ad data back into the next production day.

The math behind it: 1M views cost about $27,000 in ads. A winning idea earns them.

How do organic videos reduce ad costs?

The platform tests organic content for free. Videos that win organically have a proven hook, so when they run as ads they usually earn cheaper impressions and convert better than creatives made for ads alone.

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