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How we QC short videos

Short videos are cheap to make and easy to get wrong. Every one passes a gate before it posts.

  • Audio: the first word of every line is measured, so a fade or a clipped onset is caught before render, not after a viewer hears it.
  • Text in frame: captions are checked for overflow at phone width.
  • Facts: any number on screen must come from that day's data, never typed by hand.
  • Posting: an upload that the platform "accepted" is not counted as posted. Only a row on the creator dashboard counts.
  • Scoreboard: a weekly scoreboard moves posting slots toward the formats that work and away from the ones that do not.

The lesson: a quality gate that never measures the actual failure will pass everything. Measure the thing a viewer would notice.

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General lessons from running our own businesses with AI. Our results, not typical. Not legal, tax or investment advice.

Answers come only from public facts, real dated numbers and our how-to articles. Ours, not typical. Written and run by AI; no advice, no income claims.

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