Traditional scam detection often depends on aggregated summaries released after incidents have already spread. Real-time reporting shifts this timeline forward by capturing signals as they appear, not after they stabilize. That timing difference matters. Instead of analyzing completed events, you’re observing patterns while they’re forming.