Use-case stack · educators, content makers

Voice, captions & audio

Transcripts, captions, and narration for project videos and class materials.

Local Whisper for private captions; cloud voice only when you accept the privacy trade.

Preferred / primary

Self-hosted Audio

Speech-to-text models you can run locally for captions and search.

In this stack: Local transcription + captions.

Details Site

Self-hosted Audio

Fast local neural TTS — great for offline spoken notes and accessibility.

In this stack: Local speech when cloud voices are off-limits.

Details Site

Web Video

Edit video/podcasts by editing text transcripts; strong for talking-head workflows.

In this stack: When transcript-native editing is the whole workflow.

Details Site

Web Audio

One-click speech cleanup for noisy bench recordings.

In this stack: Rescue noisy bench recordings.

Details Site

Web Audio

High-quality voice synthesis and voice tools.

In this stack: Narration drafts with disclosure.

Details Site

Self-hosted Audio

Open TTS lineage and community stacks for self-hosted speech.

In this stack: Open TTS experiments.

Details Site

Web Audio

AI music generation for intros, jingles, and experiments — not technical measurement audio.

In this stack: Optional music beds for intros (check license).

Details Site

App / desktop Video

Pro NLE with free tier; Magic Mask / voice tools / AI features grow each version.

In this stack: Final mix and delivery.

Details Site

Stacks are editorial starting points — swap tools when policy, budget, or hardware demands it.