podcast transcript search

Show Search & Discovery

Making a podcast back catalogue searchable requires more than raw text. These articles explore semantic search, indexing transcripts, and retrieving exact quotes from show histories.

podcast data layer

Podcast Data Layer

connect podcast to ChatGPT

AI Integrations

podcast data management system

SpeechTurn Method

articles

01 · May 20, 2026 · 5 min read

Podcast Transcript Search: Why Raw Text Files Fail

Pasting transcript text dumps into AI chat windows is slow and inaccurate. Here is how structured metadata and index partitioning solve search accuracy.