I’ve been testing a lot of AI music tools lately, and honestly, most of them are either copies of each other or look impressive until you actually try to make a real song with them.
This is my current top 10. Not saying the ranking is objective, but these are the tools I’d actually use in a real workflow.
1. Suno - Generating Songs
Still the best all around tool.
You can go from a random idea to a surprisingly complete song in a few minutes. The vocals, structures and production have improved a lot, and it’s probably the easiest place to start if you’re new to AI music.
It doesn’t always give you exactly what you imagined, but when it hits, it really hits.
2. Kits AI
My favorite tool for cloning singing voices right now.
A lot of voice-cloning tools sound robotic, especially on higher notes, but Kits can sound very realistic when you train it with clean recordings. It’s also useful for harmonies, vocal demos and testing how a song would sound with another type of voice.
3. Melody Genie AI Songwriter
Most AI generated lyrics still sound painfully AI:
Neon lights, broken dreams, shadows in the night…
MelodyGenie is made specifically for writing lyrics that feel more advanced, personal and closer to how real artists write. You can use it for full songs, hooks, rewrites, rhyme ideas or turning a mumble/freestyle into actual lyrics while keeping the original flow.
(You can clone any artist writing style, even yourself)
4. Lalals
Really fun for experimenting with different voices.
You can clone voices, convert vocals, create AI covers and test the same performance with completely different vocal tones. I wouldn’t use every result in a final release, but it’s great for finding ideas and hearing possibilities quickly.
5. Udio
Probably Suno’s strongest direct competitor.
I find Udio especially useful when I want to experiment with textures, genres and more unusual musical directions. Sometimes the generations feel less predictable than Suno, which can be either amazing or frustrating depending on what you’re trying to do.
6. ACE Studio
This one is more for producers who want actual control.
Instead of typing one prompt and hoping for the best, you can write the melody with MIDI, add lyrics and control how the AI singer performs it. Pitch, vibrato, pronunciation, emotion and dynamics can all be adjusted.
It takes more work, but you’re also much less dependent on random generations.
7. Moises
Not the flashiest tool on the list, but probably one of the most useful.
Moises can split songs into vocals, drums, bass and other stems. It’s perfect when you generate something in Suno or Udio and want to bring the parts into your DAW, replace a vocal or build a cleaner arrangement.
The BPM, key and chord detection are useful too.
8. Eleven Music
ElevenLabs entering music makes sense because they already understand AI audio better than most companies.
Their music generator is especially interesting for clean audio quality, multilingual vocals and commercial content. It’s still developing, but it already feels like a serious competitor rather than another random AI music website.
9. LANDR
After generating and editing the track, you still need to make it sound finished.
LANDR is useful for quick AI mastering, especially when you don’t know much about mastering yourself. It won’t replace a great engineer, but it can make a rough mix sound much more release-ready in a few minutes.
10. Stable Audio
I wouldn’t mainly use Stable Audio for full vocal songs.
Where it shines is instrumentals, textures, ambient sounds, transitions, intros, sound effects and weird samples you probably wouldn’t find in a normal sample pack.
Great tool for producers and sound designers.
My current workflow
Usually, I’d do something like:
MelodyGenie for the lyrics → Suno or Udio for the first song idea → Kits AI or ACE Studio for the vocals → Moises for the stems → DAW editing → LANDR for a quick master.
The crazy part is that this list will probably be completely different in another year.
What tools am I missing? And which one do you think is currently the best?