Screening hundreds of submissions is a monumental task for a small festival team. The real challenge isn't just selection—it’s providing thoughtful, consistent filmmaker feedback without burning out your volunteers. This is where a structured AI approach transforms chaos into clarity.

From Rubrics to Readable Reports

The core principle is systematic prompting . You don't just ask an AI for "feedback." You build a replicable framework that mirrors your festival's values, ensuring every film is judged against the same observable criteria , not vague impressions.

Forget abstract praise like "sound was off." Define what that means. For Technical Proficiency (Audio) , an observable negative signal is: " Dialogue is muddy or inconsistent; background noise interferes.…