We filter creators by audience gender, country/city, language and age buckets; bio keywords/hashtags and YouTube semantic matches; follower tier, recent ER% and min/avg/max views, growth %, and last-post recency. Fraud-detection and reachability checks ensure the audience is authentic and contactable.