This workflow automates the detection of digital piracy by generating perceptual hashes for protected assets and continuously scanning web streams for matches. It directly replaces manual monitoring, reducing time-to-detection from days to minutes and protecting revenue from unauthorized distribution. The architecture ingests master files, creates robust fingerprints resilient to compression and cropping, and scales similarity searches across CDN logs and social platforms using vector databases like Pinecone or Weaviate for low-latency matching.




