Summary
- Measure repeat use, returns, complaints and seller remediation alongside views and conversion.
- Separate creator enthusiasm from verified product claims and preserve a visible path to redress.
Short video gives sellers a vivid demonstration channel and platforms a powerful transaction surface. Its incentives favour novelty, urgency and content volume, while product durability is learned later. The next useful evidence is whether ranking and seller access respond to post-purchase outcomes, not only immediate sales. Quality becomes an operating control when buyers can identify sponsorship, compare claims and obtain a remedy without leaving the platform maze.
