MusicTech Lab

Why Audio Search Is Still Broken and How to Fix It with Embeddings

Tags don't work. Manual labeling doesn't scale. Even on Slack and WhatsApp, finding information in voice messages is nearly impossible. Embeddings change everything.
Mariusz Smenzyk Mariusz Smenzyk
music-dataaudioembeddingsaisearch
Why Audio Search Is Still Broken and How to Fix It with Embeddings

Let's Build Something Together

Have a similar project in mind? We'd love to hear about it.

Get in touch to discuss how we can help bring your vision to life.

Audio Project Organization Is a Mess — Here's Why

Projects, folders, sub-recordings, and versions pile up with no structure. Search and filtering across recordings is missing. No auto-titling or smart tagging — everything is 'Recording 47'.

AI Song Structure Analysis: Intro, Verse, Chorus

A technical look at automatic song structure detection using AI and signal processing. Identify song sections with MTL Audio Locators.

Related Articles

The Voice Memo Graveyard Problem

The Voice Memo Graveyard Problem

AI Rehearsal: Spaced Repetition for Your Musical Ideas

AI Rehearsal: Spaced Repetition for Your Musical Ideas

Audio Project Organization Is a Mess — Here's Why

Audio Project Organization Is a Mess — Here's Why

The Broken Feedback Loop in Music Collaboration

The Broken Feedback Loop in Music Collaboration

Share this article

Mariusz Smenżyk
Mariusz Smenżyk

Technical Partner

Technical partner at MusicTech Lab with 15+ years in software development. Builder, problem solver, blues guitarist, long-distance swimmer, and cyclist.

LinkedIn Email Book a call

Newsletter

Get music tech insights, case studies, and industry news delivered to your inbox.