Why Moderation, Not Streaming, Bankrupts Video Startups

For live video platforms, moderation is far harder than the streaming technology itself, requiring real-time decisions on ephemeral content with expensive AI inference and minimal false positives. This article exposes why moderation economics—not technology—determines whether a startup survives: per-frame ML inference at scale is prohibitively expensive, and every misdirected ban permanently damages user trust. The critical insight is architectural: sustainable platforms succeed by rethinking the entire moderation pipeline to balance cost, latency, and accuracy, rather than pursuing marginally better classifiers.