Author Archives: Pakhi Sinha
Author Archives: Pakhi Sinha
Cloudflare Stream loves video. But we know not every workflow needs the full picture, and the popularity of podcasts highlights how compelling stand-alone audio can be. For developers, processing a video just to access audio is slow, costly, and complex.
What makes video so expensive? A video file is a dense stack of high-resolution images, stitched together over time. As such, it is not just “one file” — it’s a container of high-dimensional data such as frames per second, resolution, codecs. Analyzing video means traversing time resolution frame rate.
By comparison, an audio file is far simpler. If an audio file consists of only one channel, it is defined as a single waveform. The technical characteristics of this waveform are defined by the sample rate (the number of audio samples taken per second), and the bit depth (the precision of each sample).
With the rise of computationally intensive AI inference pipelines, many of our customers want to perform downstream workflows that require only analyzing the audio. For example:
Power AI and Machine Learning: In addition to translation and transcription, you can feed the audio into Voice-to-Text models for speech recognition or analysis, or AI-powered summaries.
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