Building a Scalable Audio Transcription Pipeline with Faster-Whisper

Building a Scalable Audio Transcription Pipeline with Faster-Whisper Modern audio transcription systems are no longer just about converting speech to text. At scale, they become distributed systems challenges involving GPU utilization, latency optimization, batching strategies, and cost control . In this article, we will design a production-ready, scalable audio transcription pipeline using Faster-Whisper, a highly optimized implementation of OpenAI’s Whisper model. We will focus on:…