We applied precision creator and audience filters: creator & audience location, gender, age, language, bio keywords/hashtags and past brand deals; performance guardrails like follower tier, 30/90-day ER, median/min/avg/max views, growth %, and last-post recency; plus fraud checks and semantic match.