The music streaming industry is shifting from ad-hoc responses to AI toward a formalized commercial infrastructure, with platforms like TIDAL implementing automated AI detection and royalty exclusion policies. The industry is increasingly focused on developing standardized provenance and attribution systems for AI-generated and AI-assisted content as a prerequisite for fair creator compensation.