AI music went from novelty to real production tool fast enough that the industry is still writing the rules for it.
Our coverage of Google’s Lyria 3.5 covers the current head-to-head directly: Google’s Flow Music, built on Lyria, is explicitly positioned against Suno, the name that’s dominated the space’s attention. Both are chasing more natural vocals and finer creative control.
Vocal quality is still the biggest gap between AI and human production. How much creative control you retain varies a lot between tools. And some platforms now connect directly to real release channels, not just personal-use files.
One thing worth knowing before you release anything: major labels are working toward rules that exclude fully AI-generated tracks from official charts, while music made with real human direction using AI as a tool stays eligible. Keeping human direction in your workflow isn’t just artistic preference anymore, it may decide what you’re even eligible for.
Compare directly at Suno’s own site.




