We cross-check recent post distributions, engagement patterns and audience signals across the rolling 30-day window. Semantic content and hashtag matching verify topical relevance; fraud detection flags bot-like spikes, unreachable followers and inconsistent ER trends. Audience slices (gender, country, language, age) are derived from observed engagement and normalized metrics for fair comparison.