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Suno and Udio both make surprisingly good music from text prompts. We tested both on vocals, instrumentals, and licensing to find which one to use in 2026.
ProducerAI by Google Labs turns natural conversation into professional music, using DeepMind's Lyria 3 model for iterative, collaborative song creation.