← All articles

Music

AI stems and real artistry: finishing a song that feels yours

By PlastiiQue · Published 11 October 2026

A practical handoff from generated parts to intentional instrumentation, vocals and mixing.

AI stems and real artistry: finishing a song that feels yours — original vector illustration

Where the tool helps

Suno documents full-song, selected-range and multitrack exports, plus individual WAV clips. These exports can support a subsequent production and mixing workflow.

A practical creative workflow

  1. Export the chosen arrangement and label every part clearly.
  2. Check alignment, unwanted bleed and audible artefacts before adding instruments.
  3. Record or build the parts that define your sound, then shape transitions and dynamics.
  4. Compare the finished mix on headphones, speakers and a phone at sensible listening levels.

What still needs human judgement

Human contribution should be audible in the decisions: performance, lyrics, arrangement, vocal direction and mix balance. More processing will not repair every generated artefact. Replace an unusable part rather than hiding it under effects. Keep a clean version history so revisions remain manageable.

Official sources

Keep exploring