Scouring the web to clear a 3-second sample is a creativity killer. For independent producers using sync licensing, this manual copyright risk assessment is a major bottleneck. The Four-Factor Fair Use Framework U.S. copyright law uses a four-factor test to determine if a use is "fair" and doesn't require permission. AI can't give legal advice, but it can automate the research and analysis of these factors, turning weeks of uncertainty into structured minutes. Purpose: Is your use transformative (e.g., chopped, reversed, as texture)? Nature: Was the original work highly creative (song) or factual (news clip)? Amount: Are you using a short clip or the song's identifiable "heart"? Market Effect: Does your use harm the original's existing or potential market? AI in Action: Streamlining the Assessment Tools like Evernote's AI-powered search can be repurposed here.…