A Munich court recently ruled that Suno violated copyright law by training its AI music generator on songs without licenses. The court found the AI could reproduce songs on demand, presenting GEMA’s side-by-side comparisons of Suno outputs against “Forever Young,” “Mambo No. Reports ahead of the ruling revealed Suno’s training data included more than 2 million scraped tracks — 113,000 hours from YouTube Music alone. Some AI music companies are already pivoting. For independent musicians and songwriters watching this unfold, the Munich ruling offers something concrete: a court agreeing, in writing, that their work isn’t free training data.