MP3 Audio restoration:
rebuild missing MP3 frequencies.

A bigger WAV file does not fix a damaged MP3. Neural Analog audio restoration reconstructs missing detail, reduces codec artifacts, and gives you a cleaner source for mastering or stem work.

Supported: Suno, AI music, and online sources and more
Or

Upload audio

Drag & drop or click to browse (multiple files supported)

Max size: 50MB.

How Audio Restoration Rebuilds Damaged MP3s

Import Audio

Upload music or paste a link to an AI-generated track from Suno, Producer.ai, or another supported source.

Rebuild Missing Frequencies

The model predicts the most likely high-resolution signal that could have produced the compressed audio.

Download WAV

Export a restored high quality WAV with reduced artifacts and improved temporal detail.

See Neural Analog in Action

Restore missing high frequencies

Low sample rate musics, such as old recordings or AI-generated tracks, miss high frequencies. This example uses AudioSR with a 4kHz cutoff in mono.

Original Spectrogram: MP3 · Declipping · Upscaling

MP3 · Declipping · Upscaling

Original Spectrogram: Voice note · Noise removal · Restoration

Voice note · Noise removal · Restoration

Original Spectrogram: Classical music · Restoration · MP3 · Upscaling

Classical music · Restoration · MP3 · Upscaling

Examples generated by users

These generations were shared by Neural Analog users

Trusted by 80,000+ music lovers

R

R.

5 out of 5 stars

Audio restoration and stem separation

It can bring back clarity without making everything sound too artificial or overprocessed. Stem separation is also surprisingly clean.

N

N.

5 out of 5 stars

MP3 and CD audio restoration

Does amazing job in restoring Audio from bad quality MP3s and badly extracted audio from CDs. Always my go to for audio restoration.

Dan Campbell ~Riffster

5 out of 5 stars

Amazing tool for audio. Clean, simple, and effective. I would spend hours in RX to get the same results. Give it a try. I can save you hours of production time.

M

M.

5 out of 5 stars

Restoration and mastering

The flash upscaler mixed with the composite mix system makes it super easy to get closer to a song master that I'm happy with

Jordi

5 out of 5 stars

Audio Super Resolution

I've been loving the app. The audio restoration works amazing on my suno songs

I

IMDK

4 out of 5 stars

I love the interface. I love the bulk upload/download features. They're a life saver! Also I just realized that Apollo is magic and I don't even need to use denoise. Apollo somehow removes noise much more naturally. So I'm actually spending way less credits than I expected.

ES

Eve St. Jude

5 out of 5 stars

Production workflow

Neural Analog has been a godsend to me and my workflow, such a game changer. I'm more thankful than words can express, I don't know what I would have done without it.

E

Eve

5 out of 5 stars

amazing!!!! love this! THANK YOU! I just discovered batch dl, this feature SAVED ME

Henry

5 out of 5 stars

Crowd removal with SAM Audio

Wow thank you so much i upscale videos and take out live recordings from music because of my autism i hate the crowd

Vicki (People Like Us)

5 out of 5 stars

2600+ songs saved

It worked! Well done :) Many thanks :))))

B

Bjark

5 out of 5 stars

Easy to use and high quality results.

Listen to tracks made by our users

AI audio enhanced with Neural Analog

Why Audio Restoration Is Different from MP3 to WAV Conversion

Learned Signal Statistics

The model is trained on pairs of clean, high-resolution audio and their degraded counterparts. It learns the statistical structure of real harmonic content, transients, and phase.

Time-Domain Consistency

Reconstruction is constrained in the time domain. Added detail must remain phase-coherent and temporally stable.

Objective Quality Metrics

Outputs are optimized against perceptual and signal-based metrics. The result? Clearer high ends, less wobbles, and larger sound.

Frequently Asked Questions

Are high frequencies even audible?

Yes. Humans hear frequencies between 20 Hz to 20 kHz. Low quality audio hardware, like smartphones, can easily play these frequencies.

Unfortunately, hearing degrades with age and with exposure to loud sounds. For example, the famous ultrasound "Mosquitone" (17.8kHz) is clearly audible to younger people, but notoriously difficult to hear for adults.

However, even if not directly heard, high-frequency content is crucial for the transient response and "spatial feel" of audio, which impacts how you perceive quality even if you don't consciously hear a sine wave at that pitch.

Test your hearing to check if you can hear these frequencies.

What is the difference between audio restoration and simply converting to WAV?

Simple WAV conversion does not add missing detail. Conversion in tools like Audacity mostly repackages existing samples through interpolation, while True Audio Restoration uses generative AI (similar to image super-resolution) to predict and insert missing detail, recovering dynamic range and "air" lost to compression.

Use Audio Restoration when the source is muffled, bandwidth-limited, clipped, or damaged by lossy compression. Read the MP3 upscaling guide for more context.

What is the difference between audio restoration and mastering?

Restoration and mastering solve different problems. Many mastering services rely on multiband compression to boost or compress existing frequencies, so mastering without restoration can amplify artifacts instead of fixing the root quality issue.

Once your audio is restored, Automatic Mastering can polish it for professional release, with intelligent loudness optimization tailored to your track.

Audio restoration analyzes spectral content and removes lossy-compression "chirps" and "warbles", replacing them with coherent harmonic content.

If you are deciding what to run first, restore compressed or damaged sources before mastering. If the source already sounds clean and only needs loudness, go straight to Automatic Mastering.

I prefer the original to the restored audio

That can happen. Restoration is most useful when the problem is missing bandwidth, clipping, hiss, or lossy-compression artifacts. If the original already has the tone you like, keep the original version in Studio and compare it with the restored version before downloading.

If the problem is arrangement, bass balance, a specific noisy layer, or one bad instrument, try stem splitting, EQ, Match EQ, or mastering instead.

Doesn't the restoration model just add noise?

No, it does not just add noise. Unlike enhancers that layer white noise, the generative model reconstructs the clean signal that should be there by separating useful harmonic and transient structure from compression artifacts and other degradations.

Quick restoration audio example

Original compressed clip

Restored output

For more examples, open Audio Restoration.

Is audio restoration free?

You can restore audio for free on a sample. Full files use processing minutes because restoration runs GPU models. Your included processing minutes are used first, then any extra processing minutes.

Plan limits and included minutes are listed on the pricing page.

Does it work for old codecs like WMA or low bit-depth 8-bit audio?

Yes, restoration can work on old codecs and low bit-depth audio after the file is decoded into an audio signal. Results depend on how much usable information remains in the source.

Try a short sample with Audio Restoration. For retro game and sound-effect material, see the UniverSR sound effects guide.

Do you support 48 kHz upsampling?

Yes. Support depends on the model. UniverSR, AudioSR, and FlashSR upscale low resolution audio to 48 kHz (super resolution). The 'Music Upscaler' restoration algorithm keeps 48 kHz sources at 48 kHz, and restores 44.1 kHz-or-lower sources at 44.1 kHz.

For the model-level details, read the UniverSR sample-rate guide or compare models in the restoration docs.

Can I run restoration multiple times for better results?

Yes, you can run restoration more than once. You can change the selected Source to run another pass on already restored audio, and batch imports support an 'Iterative restoration' toggle that selects the latest restored version of each file.

Do this in Studio by selecting the restored version as the source before running another restoration. Stop when the result improves less than the artifacts it introduces.

How do I fix a song that sounds flat, muddy, or weak in the bass?

A single restoration model may not fix every problem. If the track sounds flat or weak in the low end, try a stem-based pipeline:

  1. Split the song using the 4-stem preset.
  2. Select the bass stem.
  3. Enhance it with Neural Remix.
  4. Use EQ to boost or clean the low end if needed.
  5. Blend the processed version with the original if the result is too strong.

UniverSR is better for missing high frequencies. Neural Remix and EQ are often better starting points for bass, muddiness, or low-end problems.

Use stem splitting when one part of the song is the problem, and use mastering only after the mix balance is already close.

Why does the restored audio sometimes sound similar to the original?

Some restoration changes happen mostly in very high frequencies, so they may be subtle depending on your hearing, speakers, headphones, and the source file.

You can compare the spectrogram to see what changed. If the source already has enough high-frequency content, or if the problem is mostly bass, arrangement, mixing, or artifacts in the voice, a different tool may be more useful.

Try stem splitting, Neural Remix, EQ, Match EQ, or mastering depending on what you want to fix.

If you are not sure which tool fits the problem, start with the recommended pipeline FAQ.

Stop converting damaged MP3s into bigger damaged files.

Rebuild missing frequencies, reduce artifacts, and export a cleaner WAV for the next step.

Read the audio improvement guide