KR//LAB

GenAI Audio Experimentations
Case Studies

An ongoing series of production-grade GenAI audio experiments — pipelines built and measured against director's briefs, every decision logged and every failure kept. Each lab tests one working assumption about what generative audio tools can and can't replace in a professional pipeline.

001
Designing a Prompt-Driven GenAI Audio Pipeline for Short-form Content
Can GenAI accelerate audio production while preserving creative intent and production quality? A director's brief, a vertical microdrama scene, Suno and ElevenLabs generation, an Ableton mix, and a QC pass that caught the mastering engine's own mistake.
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002
Prompt-Driven vs Automatic Video-to-Audio
Four automatic video-to-audio tools, the same silent scene from 001, and the same measurements. Told nothing and told everything, then scored and listened to, side by side against a human-built reference.
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003
Sonic Consistency Systems for Multi-Episode Content
A sonic identity system so episode 12 of a microdrama sounds like episode 4 — the actual scale problem content platforms face.
Upcoming
004
A Hindi Dialogue Workflow for AI Video
One word came back wrong in a Hindi AI-generated scene. The fix measured 0.25 seconds — and the files that made it possible were already on the drive.
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005
What Happens To a Performance in the AI Video When You Dub It Into Multiple Languages
One English scene, dubbed into Hindi, Marathi, Kannada and Telugu, then lip synced.
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