Use-case stack · makers, educators

Video editing & explainers

Cut talking-head builds, short demos, and captions without drowning in a Hollywood suite.

Stack goal: capture → edit → caption → light AI B-roll if needed. Prefer a real NLE for the master timeline; use AI for cleanup and drafts.

Preferred / primary

App / desktop Video

DaVinci Resolve (+ AI features)

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

In this stack: Master timeline, color, export. Learn this once.

Details Site

Strong alternatives

Web Video

Descript

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

In this stack: If the project is mostly talking-head / podcast-style.

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App / desktop Video

CapCut

Consumer video editor with aggressive AI templates — fast social cuts.

In this stack: Shorts and social cuts when speed beats control.

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Supporting tools

Web Video

Opus Clip

Repurpose long videos into short clips with AI selection.

In this stack: Repurpose a long build video into shorts.

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Self-hosted Audio

Whisper (OpenAI / faster-whisper)

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

In this stack: Local captions from the final mix or camera audio.

Details Site

Self-hosted Video

HandBrake + Whisper pipeline

Classic open transcoder paired with Whisper for captioned deliverables (not generative video).

In this stack: Encode deliverables + SRT offline.

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Web Video

Runway

Web AI video generation and creative toolkit.

In this stack: Optional AI B-roll experiments — not the edit suite.

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Web Video

Pika

AI video generation for short creative clips and experiments.

In this stack: Short generative clips for transitions/experiments.

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Web Video

Luma Dream Machine

Text/image-to-video generation for concept motion.

In this stack: Concept motion from stills/text.

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App / desktop Video

Topaz Video AI

Desktop enhancement/upscaling/interpolation for real footage.

In this stack: Enhance real footage before final grade.

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Web Audio

ElevenLabs

High-quality voice synthesis and voice tools.

In this stack: Draft narration only; disclose synthetic voice if you publish it.

Details Site

Web Audio

Adobe Podcast Enhance

One-click speech cleanup for noisy bench recordings.

In this stack: Clean noisy bench mics before the edit.

Details Site

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