Testing streaming playback at scale: the CTA wave test suite with genAI-assisted analysis
Figure 2 – Example mezzanine content frame

Testing streaming playback at scale: The CTA wave test suite with GenAI-assisted analysis

Tech Papers 2026: This paper examines how generative AI can transform the analysis of large-scale streaming tests, making failure investigation and reporting more efficient and systematic.

Abstract 

Web-based streaming playback remains difficult to validate at scale. The media pipeline built on the Common Media Application Format (CMAF), Media Source Extensions (MSE), and Encrypted Media Extensions (EME) must work across diverse device and browser stacks, creating a combinatorial explosion of test configurations.

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