Dev.to
7/14/2026

How to Transcribe Audio to Text: A Practical Workflow for Developers
Short summary
A developer workflow guide for audio transcription covering file prep with ffmpeg, local Whisper vs cloud APIs, and output formatting for text, JSON, and SRT subtitles. Recommends a hybrid approach of automated transcription followed by manual editing. Includes Python code snippets and mentions AssemblyAI and Deepgram as cloud alternatives. Content substantially overlaps with similar tutorials on the same platform.
- •Covers ffmpeg prep, local Whisper, cloud APIs (AssemblyAI, Deepgram) with Python code
- •Hybrid workflow: automate first, then manually edit for accuracy
- •Includes SRT subtitle generation and JSON segment export for downstream use
Generated with AI, which can make mistakes.
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