The 7 Best AI Tools for Music Production in 2026
AI is changing everything right now.
We reviewed the top AI music production tools.
With the explosion of song generators and AI-generated bands achieving surprising levels of popularity on streaming platforms, many music makers are thinking about how AI will impact music production going forward.
The reality is that AI has already been used in many music production workflows for years, like LANDR’s pioneering AI-mastering, which launched in 2014.
But with tools that can generate entire songs, turn anyone’s vocal part into an entirely different person or break tracks in distinctly clear stems, it feels like music production is entering a new phase.
The reality is that artists, songwriters and music producers will never be replaced by AI; instead, we believe that AI will best be used as a co-pilot that helps artists write their best music.
That’s why this article is all about the best AI-powered tools for music producers, tools that help you write songs and create your best music, not tools that take you out of the music-making equation.
Let’s dive into to the best AI-music production tools right now.
Best AI Music Production Tools
1. Best AI mastering: LANDR Mastering
We’re a little biased when it comes to our own history with AI, but LANDR’s instant mastering was one of the original applications of advanced machine learning in music production.
Our Synapse mastering engine uses powerful AI to analyze the audio features of your track.
Based on what it learns, the engine custom builds a mastering chain for a completely personalized result every time.
The Synapse engine is constantly being tweaked and refined by human engineers. It also responds to your feedback with Mastering Revisions.
If you haven’t already, try LANDR Mastering to get the best of human and AI talent working together.
2. Best AI stem generator: LANDR Layers
LANDR Layers is the AI co-producer that listens to your music and generates instrumental stems that fill out your arrangement and complement your original recordings.
The process is simple, load in your track and choose from a selection of instrumental models from drums to guitar, bass, keyboard, synths, trumpet and beyond.
Then use the tool’s DAW-like timeline to highlight the part of your arrangement you’d like to add new instrumentals to, and let LANDR Layers generate a unique composition that plays with your track.
You can even refine model performances with articulation, tone, dynamics, range and intensity controls.
🧠 Hot Tip
LANDR Layers is included with all LANDR Studio plans. Learn more about LANDR Layers.
3. Best AI singing generator: Synthesizer V
Synthesizer V is an impressive AI-powered singing generator plugin that can generate singing voices based a variety of inputs, including MIDI, your own vocals or written lyrics.
Once your inputs are set up, it’s simple to demo vocals on a variety of singer models found in its extensive library.
But what makes Synthesizer V so much more powerful than other AI vocal models is the degree of control the plugin offers producers, specifically its vocal editing UI that resembles graphic pitch editing tools like Repitch or Melodyne.
Overall, the plugin is adept at producing convincing vocal parts in a variety of styles that work across multiple genres, making it a great option for producers looking a for serious AI vocal tool that offers a ton of control and customization.
4. Best AI mixing plugin: Baby Audio TAIP
Analog tape has magical qualities for music production. But it’s notoriously tough to emulate with VST plugins.
Traditional approaches have used signal processing techniques to estimate how analog components might react to incoming sound.
But Baby Audio’s TAIP takes a different tack. It uses neural networks to accurately decipher the sonic characteristics that make a tape machine sound like it does.
By training the algorithm on data containing dry and processed audio, it can learn to identify the exact sonic features that make up the difference.
5. Best AI audio enhancement plugin: LANDR ReHance™
If you’ve ever stressed about recording vocals in a echoey room, with a loud band or without a pop filter, ReHance™ is the perfect tools to clean up, restore and enhance vocal audio recordings.
ReHance™ uses powerful AI software to remove unwanted background noise, reverb, instrument bleed, clipping, plosives and more.
So if you’re working with a vocal recording that wasn’t recorded perfectly, ReHance™ can get rid of any unwanted noises and produce a dry, studio-sounding vocal.
6. Best AI MIDI generator: LANDR Composer
MIDI Chord generation has become increasingly smart, useful and inspiring with the help of machine learning algorithms that can instantly write any chord progression imaginable.
LANDR Composer is one plugin that’s at the forefront of MIDI generation with its easy-to-use interface and inspiring workflow that makes it easy to generate complex chord inversions and extension.
And, considering that it also can generate MIDI basslines and melodies with a sizable collection of preset synths, Composer makes for a complete option that’ll get creative juice flowing fast.
7. Best AI stem splitter: LANDR Stems
AI-powered stem splitting has gotten incredibly good over the past few years. Today’s tools can split stems into perfectly isolated vocals, drums, guitar, bass and other instruments.
LANDR Stems is an excellent option that performed well in our stem splitter tests. It was able to clearly isolate vocals with little to no artifacts or background bleed.
Stem splitters open up a lot of use cases: you can extract vocals for use in remixes or remove vocals altogether to get just the backing track.
Or if there’s a drum, guitar or bass part you need soloed, LANDR Stems is can make it happen.
Considering that it’s the only stem splitter available in both browser and plugin formats, we think it makes a worthy addition to any producer’s plugin folder.
🧠 Hot Tip
See how LANDR Stems fared compared to all the other stem splitters on the market in our in-depth AI stem splitter review.
The future of AI in music production technology
AI is making its way into more of our lives every day.
If the trend continues, it won’t be long until AI-powered music tools are part of every producer’s workflow.
With so much powerful new tech on the way, it’s exciting to see what the future has in store.
Try any of the tools on this list to get started with AI in music tech.
Various contributors from the LANDR team of music mentors.
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