My videos are X length but analyze: what's the perfect length for my niche? Map the duration data: when do people drop off? What does algorithm favor for my content type? Calculate: if I changed video length to algorithmic sweet spot, what's the reach impact? Give me the duration testing framework: try these lengths, measure these metrics, optimize to this. Include: platform-specific duration preferences, when longer beats shorter, and why your current length might be arbitrary.