AI music for client work – pick by license, not by sound

The quality-versus-license split

Ask producers which AI music tool makes the best track and you get a fairly consistent answer: the consumer leaders - Suno and Udio are the names that come up - with output quality that has crossed into usable-for-real-work territory, across pop, electronic, and even complex instrumentation.

Ask a lawyer which of those you can put in a paid commercial for a client, and the conversation changes temperature. Both quality leaders have unresolved training-data litigation hanging over them, which means the commercial terms under your subscription sit on ground that could move. “The license said I could” is a weak position if the licensor loses in court.

Comparisons like Digital Applied’s recent five-platform review land on the same conclusion we reached internally: for client deliverables, license clarity beats output quality. It feels wrong to every creative instinct. It is still correct.

What the field looks like in 2026

The short map, as reported this spring: Suno and Udio lead on sound, with subscriptions in the tens of dollars per month and track lengths up to about eight minutes - and both carry unsettled license risk while lawsuits are in flight. ElevenLabs Music and Stable Audio sit a tier below on sound but offer clean commercial terms, working APIs and enterprise contracts - which is why they read as the agency-safe pair. Riffusion covers a niche: short loops and ambient beds rather than hero tracks.

Two out of five platforms comfortably shippable for client work. That ratio is the story. Free or cheap tiers on several platforms are non-commercial only, so the fine print matters twice - once for which platform, once for which plan.

The two-platform stack

The pattern that works in practice, and the one we recommend to anyone producing branded video:

1. Prototype on the quality leader.** Temp tracks, animatics, internal reviews, pitch scratch audio - places where the music never leaves the building. Use the best-sounding tool; the license risk never attaches to a deliverable.

2. Ship on the license-clean platform. The final master that goes into the spot comes from a platform whose commercial terms you can put in front of a client’s legal team without a covering paragraph of caveats.

3. Write it down. The client should know which platform the shipped track came from and under what terms. A one-line provenance note in the delivery package costs nothing and answers the question before procurement asks it.

Yes, the shipped track may be a shade less rich than the prototype. A client can live with that. A takedown letter, they cannot.

How we handle music at AI25

Music in our films follows the same rule as every other asset: rights-aware by default. Concretely - generated music for deliverables comes only from platforms with clean commercial terms on a paid plan; prototype audio is labeled as such and never survives into a master; and when the brief deserves it, we still commission a human composer, because a distinctive score remains one of the strongest brand assets there is and the cleanest rights position of all.

We don’t generate. We produce. In audio that means the provenance of the track is part of the deliverable, not an afterthought.