Find Films for a Specific Audience

Recommending films for a specific audience is harder when you have to account for both taste and appropriateness. A general recommendation engine often surfaces titles that are similar in genre but wrong in tone for the group.

Using a known favorite as the seed and filtering by vote average, you can narrow the candidate pool before asking an agent to apply the final suitability check. That makes `find_similar` useful for family nights, classroom screenings, event programming, and any context where the audience profile matters as much as the genre match.