Blog
Our thoughts and resources on music industry and AI
Blog
Our thoughts and resources on music industry and AI
Why AI music detection is harder than it sounds
Wondering if a track is AI-generated or human-made? Sign up for early access to our AI music detection feature here. An article by Roman Gebhardt, CAIO at Cyanite. 97% of music professionals want to know whether a track is AI-generated or human-made. That number...
Why AI music detection is harder than it sounds
Wondering if a track is AI-generated or human-made? Sign up for early access to our AI music detection feature here. An article by Roman Gebhardt, CAIO at...

Roman
CAIO
Why AI music detection is harder than it sounds
Wondering if a track is AI-generated or human-made? Sign up for early access to our AI music detection feature here. An article by Roman Gebhardt, CAIO at...
Latest Articles
Looking for something specific? Use the categories on the right
How music platforms build personalized discovery with sound-based AI
Upgrade your music discovery. Sign up for Cyanite. Spotify set a new benchmark for personalized music discovery in 2015 with the launch of Discover Weekly,...
Best AI tools for music tagging and search infrastructure (2026)
See how Cyanite performs on your own catalog. Try it free for 14 days. Many music catalogs are growing faster than manual workflows can handle. What used to...
Why AI music detection is harder than it sounds
Wondering if a track is AI-generated or human-made? Sign up for early access to our AI music detection feature here. An article by Roman Gebhardt, CAIO at...
How Thematic uses AI-powered discovery to personalize music recommendations at scale
Ready to improve your music discovery workflows? Try Similarity Search in Cyanite.AI-powered discovery is the engine that powers our community. When the right...
PR: Anghami partners with Cyanite for AI-powered metadata across 2.5 million songs
PRESS RELEASE Berlin 24.03.2026 -Anghami, the leading music and entertainment streaming platform in the MENA region with over 120 million registered users,...
Making sense of music data: data visualizations
Generate consistent music metadata from audio. Sign up for Cyanite. Music data exists at every level of the industry: in catalogs, streaming platforms,...
How to prompt: the guide to using Cyanite’s Free Text Search
Ready to search your catalog in natural language? Try Free Text Search. Do you have trouble translating your vision for music into precise keywords? If so,...
How do music recommendation systems work?
Upgrade your music discovery. Try Similarity Search in Cyanite. Music recommendation systems support discovery in large music libraries and applications. As...
How to smoothly migrate from Musiio to Cyanite (search edition)
With Musiio closing its API service soon, many music platforms are facing a time-sensitive challenge: keeping their search and discovery workflows operational...
How to smoothly migrate from Musiio to Cyanite (tagging edition)
With Musiio announcing the shutdown of its API service by the end of February, many music platforms and libraries are currently facing a time-sensitive...
Everything you’ve ever wanted to know about Cyanite (answering your FAQs)
Ready to explore your catalog? Sign up for Cyanite. As music catalogs grow, finding the right track gets harder. Metadata doesn’t always keep up, but teams...
Can Meta’s audio aesthetic model actually rate the quality of music?
Last year, Meta released Audiobox Aesthetics (AES), a research model that proposes scoring audio based on how people would rate it. The model outputs four...












