We applied tight discovery filters and performance guardrails. Creators match phoenix themes via semantic keyword and hashtag scans. Audience filters included location, language, gender and reachability. Metrics screened: follower tier, L30/90 ER%, median views, growth %, posting recency, and fraud-risk checks.