FRESH FREQUENCIES.
Guides, tutorials, and brutally honest reviews on AI music — from people who test these tools every day.
Spotify Conversational AI: Where "Just Ask For What You Want" Holds Up—And Where It Breaks
The advice going around the streaming business right now is clean enough to fit on a slide: the search box is finished, and the future of discovery is a conversation.
Paid Social Marketing for Music Has a Disclosure Problem, and Labels Own the Risk
A campaign brief crosses your desk on a Tuesday. Twelve creators, mid-tier followings, each posting a fifteen-second Reel with your artist's new single under a lip-sync or a get-ready-with-me.
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AI Labeling Standards Meet the Gen-Z Feed: What Rights Holders Actually Have to Ship
Last month I uploaded a test track through a mid-tier distributor to see what the disclosure step now looks like from the inside.
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AI Labeling Standards: How Disclosure Actually Moves Through Your Distribution Pipeline
A track lands in a distributor's ingest queue on a Tuesday. Somewhere between the DDEX feed and the store page, it picks up a tag that says part of it was made with AI.
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AI Music Detection Won't Tell You Who Gets Paid
Deezer said it out loud before most of its competitors did: on some days, roughly a third of the tracks arriving at its ingestion pipeline are fully machine-generated.
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AI Music Labeling Won't Tell You What You Think It Tells You
A label that says "AI-generated" on a track doesn't tell a listener whether a machine made the music.
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The Passport Problem: How Indian Musicians Get to International Music Festivals Without Going Broke
The number that kills most international bookings for an independent Indian artist is not the performance fee. It is the flight.
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