Local Podcast/Video Transcription & Search

10/09/2026 20:01Local-firstAudio/VideoProductivity

Transcribe podcasts and meeting videos into searchable text on your laptop, no cloud upload

Problem: Users want to transcribe saved podcasts and YouTube talks and grep keywords, but don't want to upload to cloud and lack a powerful GPU, so they run CPU Whisper. Existing solutions are cloud-dependent or too complex—no turnkey local tool.
Solution: A desktop app that imports audio/video, runs local Whisper (CPU or low-end GPU), auto-transcribes with timestamps, builds a local index, and supports keyword search with jump-to-playback.
Users: Researchers, podcast enthusiasts, knowledge workers organizing meeting recordings, especially privacy-conscious users
MVP: Import common audio/video formats; local Whisper transcription (CPU-first); generate timestamped text; built-in full-text search with jump to audio position; no account, all data stays local
Revenue: One-time purchase ($19-39) or free tier with duration limit + premium unlock for batch processing
Why now: Local LLM and Whisper optimizations make CPU transcription viable; privacy awareness grows; indie developers can wrap mature models and focus on UX