diff --git a/Sources/LiveKit/Convenience/AudioProcessing.swift b/Sources/LiveKit/Convenience/AudioProcessing.swift
index 283e205ae..1b8087412 100644
--- a/Sources/LiveKit/Convenience/AudioProcessing.swift
+++ b/Sources/LiveKit/Convenience/AudioProcessing.swift
@@ -96,3 +96,122 @@ public extension Sequence where Iterator.Element == AudioLevel {
                           peak: totalSums.peakSum / Float(count))
     }
 }
+
+public class AudioVisualizeProcessor {
+    static let bufferSize = 1024
+
+    // MARK: - Public
+
+    public let minFrequency: Float
+    public let maxFrequency: Float
+    public let minDB: Float
+    public let maxDB: Float
+    public let bandsCount: Int
+    public let isCentered: Bool
+    public let smoothingFactor: Float
+
+    private var bands: [Float]?
+
+    // MARK: - Private
+
+    private let ringBuffer = RingBuffer<Float>(size: AudioVisualizeProcessor.bufferSize)
+    private let processor: FFTProcessor
+
+    public init(minFrequency: Float = 10,
+                maxFrequency: Float = 8000,
+                minDB: Float = -32.0,
+                maxDB: Float = 32.0,
+                bandsCount: Int = 100,
+                isCentered: Bool = false,
+                smoothingFactor: Float = 0.3) // Smoothing factor for smoother transitions
+    {
+        self.minFrequency = minFrequency
+        self.maxFrequency = maxFrequency
+        self.minDB = minDB
+        self.maxDB = maxDB
+        self.bandsCount = bandsCount
+        self.isCentered = isCentered
+        self.smoothingFactor = smoothingFactor
+
+        processor = FFTProcessor(bufferSize: Self.bufferSize)
+        bands = [Float](repeating: 0.0, count: bandsCount)
+    }
+
+    public func process(pcmBuffer: AVAudioPCMBuffer) -> [Float]? {
+        guard let pcmBuffer = pcmBuffer.convert(toCommonFormat: .pcmFormatFloat32) else { return nil }
+        guard let floatChannelData = pcmBuffer.floatChannelData else { return nil }
+
+        // Get the float array.
+        let floats = Array(UnsafeBufferPointer(start: floatChannelData[0], count: Int(pcmBuffer.frameLength)))
+        ringBuffer.write(floats)
+
+        // Get full-size buffer if available, otherwise return
+        guard let buffer = ringBuffer.read() else { return nil }
+
+        // Process FFT and compute frequency bands
+        let fftRes = processor.process(buffer: buffer)
+        let bands = fftRes.computeBands(
+            minFrequency: minFrequency,
+            maxFrequency: maxFrequency,
+            bandsCount: bandsCount,
+            sampleRate: Float(pcmBuffer.format.sampleRate)
+        )
+
+        let headroom = maxDB - minDB
+
+        // Normalize magnitudes (already in decibels)
+        var normalizedBands = bands.magnitudes.map { magnitude in
+            let adjustedMagnitude = max(0, magnitude + abs(minDB))
+            return min(1.0, adjustedMagnitude / headroom)
+        }
+
+        // If centering is enabled, rearrange the normalized bands
+        if isCentered {
+            normalizedBands.sort(by: >)
+            normalizedBands = centerBands(normalizedBands)
+        }
+
+        // Smooth transition using an easing function
+        self.bands = zip(self.bands ?? [], normalizedBands).map { old, new in
+            _smoothTransition(from: old, to: new, factor: smoothingFactor)
+        }
+
+        return self.bands
+    }
+
+    /// Centers the sorted bands by placing higher values in the middle.
+    private func centerBands(_ sortedBands: [Float]) -> [Float] {
+        var centeredBands = [Float](repeating: 0, count: sortedBands.count)
+        var leftIndex = sortedBands.count / 2
+        var rightIndex = leftIndex
+
+        for (index, value) in sortedBands.enumerated() {
+            if index % 2 == 0 {
+                // Place value to the right
+                centeredBands[rightIndex] = value
+                rightIndex += 1
+            } else {
+                // Place value to the left
+                leftIndex -= 1
+                centeredBands[leftIndex] = value
+            }
+        }
+
+        return centeredBands
+    }
+
+    /// Applies an easing function to smooth the transition.
+    private func _smoothTransition(from oldValue: Float, to newValue: Float, factor: Float) -> Float {
+        // Calculate the delta change between the old and new value
+        let delta = newValue - oldValue
+        // Apply an ease-in-out cubic easing curve
+        let easedFactor = _easeInOutCubic(t: factor)
+        // Calculate and return the smoothed value
+        return oldValue + delta * easedFactor
+    }
+
+    /// Easing function: ease-in-out cubic
+    private func _easeInOutCubic(t: Float) -> Float {
+        t < 0.5 ? 4 * t * t * t : 1 - pow(-2 * t + 2, 3) / 2
+    }
+}
diff --git a/Sources/LiveKit/Protocols/AudioCustomProcessingDelegate.swift b/Sources/LiveKit/Protocols/AudioCustomProcessingDelegate.swift
index d085b3f83..0b84aa0f0 100644
--- a/Sources/LiveKit/Protocols/AudioCustomProcessingDelegate.swift
+++ b/Sources/LiveKit/Protocols/AudioCustomProcessingDelegate.swift
@@ -39,31 +39,29 @@ public protocol AudioCustomProcessingDelegate {
     func audioProcessingRelease()
 }
 
-class AudioCustomProcessingDelegateAdapter: NSObject, LKRTCAudioCustomProcessingDelegate {
+class AudioCustomProcessingDelegateAdapter: MulticastDelegate<AudioRenderer>, LKRTCAudioCustomProcessingDelegate {
     // MARK: - Public
 
     public var target: AudioCustomProcessingDelegate? { _state.target }
 
-    // MARK: - Internal
-
-    let audioRenderers = MulticastDelegate<AudioRenderer>(label: "AudioRenderer")
-
     // MARK: - Private
 
     private struct State {
         weak var target: AudioCustomProcessingDelegate?
     }
 
-    private var _state: StateSync<State>
-
-    init(target: AudioCustomProcessingDelegate? = nil) {
-        _state = StateSync(State(target: target))
-    }
+    private var _state = StateSync(State())
 
     public func set(target: AudioCustomProcessingDelegate?) {
         _state.mutate { $0.target = target }
     }
 
+    init() {
+        super.init(label: "AudioCustomProcessingDelegateAdapter")
+    }
+
+    // MARK: - AudioCustomProcessingDelegate
+
     func audioProcessingInitialize(sampleRate sampleRateHz: Int, channels: Int) {
         target?.audioProcessingInitialize(sampleRate: sampleRateHz, channels: channels)
     }
@@ -73,24 +71,12 @@ class AudioCustomProcessingDelegateAdapter: NSObject, LKRTCAudioCustomProcessing
         target?.audioProcessingProcess(audioBuffer: lkAudioBuffer)
 
         // Convert to pcmBuffer and notify only if an audioRenderer is added.
-        if audioRenderers.isDelegatesNotEmpty, let pcmBuffer = lkAudioBuffer.toAVAudioPCMBuffer() {
-            audioRenderers.notify { $0.render(pcmBuffer: pcmBuffer) }
+        if isDelegatesNotEmpty, let pcmBuffer = lkAudioBuffer.toAVAudioPCMBuffer() {
+            notify { $0.render(pcmBuffer: pcmBuffer) }
         }
     }
 
     func audioProcessingRelease() {
         target?.audioProcessingRelease()
     }
-
-    // Proxy the equality operators
-
-    override func isEqual(_ object: Any?) -> Bool {
-        guard let other = object as? AudioCustomProcessingDelegateAdapter else { return false }
-        return target === other.target
-    }
-
-    override var hash: Int {
-        guard let target else { return 0 }
-        return ObjectIdentifier(target).hashValue
-    }
 }
diff --git a/Sources/LiveKit/Protocols/AudioRenderer.swift b/Sources/LiveKit/Protocols/AudioRenderer.swift
index 535e606aa..7675a00da 100644
--- a/Sources/LiveKit/Protocols/AudioRenderer.swift
+++ b/Sources/LiveKit/Protocols/AudioRenderer.swift
@@ -29,26 +29,17 @@ public protocol AudioRenderer {
     func render(pcmBuffer: AVAudioPCMBuffer)
 }
 
-class AudioRendererAdapter: NSObject, LKRTCAudioRenderer {
-    private weak var target: AudioRenderer?
-    private let targetHashValue: Int
+class AudioRendererAdapter: MulticastDelegate<AudioRenderer>, LKRTCAudioRenderer {
+    //
+    typealias Delegate = AudioRenderer
 
-    init(target: AudioRenderer) {
-        self.target = target
-        targetHashValue = ObjectIdentifier(target).hashValue
+    init() {
+        super.init(label: "AudioRendererAdapter")
     }
 
-    func render(pcmBuffer: AVAudioPCMBuffer) {
-        target?.render(pcmBuffer: pcmBuffer)
-    }
+    // MARK: - LKRTCAudioRenderer
 
-    // Proxy the equality operators
-    override func isEqual(_ object: Any?) -> Bool {
-        guard let other = object as? AudioRendererAdapter else { return false }
-        return targetHashValue == other.targetHashValue
-    }
-
-    override var hash: Int {
-        targetHashValue
+    func render(pcmBuffer: AVAudioPCMBuffer) {
+        notify { $0.render(pcmBuffer: pcmBuffer) }
     }
 }
diff --git a/Sources/LiveKit/Support/FFTProcessor.swift b/Sources/LiveKit/Support/FFTProcessor.swift
new file mode 100755
index 000000000..83ab75cc7
--- /dev/null
+++ b/Sources/LiveKit/Support/FFTProcessor.swift
@@ -0,0 +1,147 @@
+/*
+ * Copyright 2024 LiveKit
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import Accelerate
+import AVFoundation
+
+extension Float {
+    var nyquistFrequency: Float { self / 2.0 }
+}
+
+public struct FFTComputeBandsResult {
+    let count: Int
+    let magnitudes: [Float]
+    let frequencies: [Float]
+}
+
+public class FFTResult {
+    public let magnitudes: [Float]
+
+    init(magnitudes: [Float]) {
+        self.magnitudes = magnitudes
+    }
+
+    func computeBands(minFrequency: Float, maxFrequency: Float, bandsCount: Int, sampleRate: Float) -> FFTComputeBandsResult {
+        let actualMaxFrequency = min(sampleRate.nyquistFrequency, maxFrequency)
+        var bandMagnitudes = [Float](repeating: 0.0, count: bandsCount)
+        var bandFrequencies = [Float](repeating: 0.0, count: bandsCount)
+
+        let magLowerRange = _magnitudeIndex(for: minFrequency, sampleRate: sampleRate)
+        let magUpperRange = _magnitudeIndex(for: actualMaxFrequency, sampleRate: sampleRate)
+        let ratio = Float(magUpperRange - magLowerRange) / Float(bandsCount)
+
+        return magnitudes.withUnsafeBufferPointer { magnitudesPtr in
+            for i in 0 ..< bandsCount {
+                let magsStartIdx = vDSP_Length(floorf(Float(i) * ratio)) + magLowerRange
+                let magsEndIdx = vDSP_Length(floorf(Float(i + 1) * ratio)) + magLowerRange
+
+                let count = magsEndIdx - magsStartIdx
+                if count > 0 {
+                    var sum: Float = 0
+                    vDSP_sve(magnitudesPtr.baseAddress! + Int(magsStartIdx), 1, &sum, count)
+                    bandMagnitudes[i] = sum / Float(count)
+                } else {
+                    bandMagnitudes[i] = magnitudes[Int(magsStartIdx)]
+                }
+
+                // Compute average frequency
+                let bandwidth = sampleRate.nyquistFrequency / Float(magnitudes.count)
+                bandFrequencies[i] = (bandwidth * Float(magsStartIdx) + bandwidth * Float(magsEndIdx)) / 2
+            }
+
+            return FFTComputeBandsResult(count: bandsCount, magnitudes: bandMagnitudes, frequencies: bandFrequencies)
+        }
+    }
+
+    @inline(__always) private func _magnitudeIndex(for frequency: Float, sampleRate: Float) -> vDSP_Length {
+        vDSP_Length(Float(magnitudes.count) * frequency / sampleRate.nyquistFrequency)
+    }
+}
+
+class FFTProcessor {
+    public enum WindowType {
+        case none
+        case hanning
+        case hamming
+    }
+
+    public let bufferSize: vDSP_Length
+    public let windowType: WindowType
+
+    private let bufferHalfSize: vDSP_Length
+    private let bufferLog2Size: vDSP_Length
+    private var window: [Float] = []
+    private var fftSetup: FFTSetup
+    private var realBuffer: [Float]
+    private var imaginaryBuffer: [Float]
+    private var zeroDBReference: Float = 1.0
+
+    init(bufferSize: Int, windowType: WindowType = .hanning) {
+        self.bufferSize = vDSP_Length(bufferSize)
+        self.windowType = windowType
+
+        bufferHalfSize = vDSP_Length(bufferSize / 2)
+        bufferLog2Size = vDSP_Length(log2f(Float(bufferSize)))
+
+        realBuffer = [Float](repeating: 0.0, count: Int(bufferHalfSize))
+        imaginaryBuffer = [Float](repeating: 0.0, count: Int(bufferHalfSize))
+        window = [Float](repeating: 1.0, count: Int(bufferSize))
+
+        fftSetup = vDSP_create_fftsetup(UInt(bufferLog2Size), FFTRadix(FFT_RADIX2))!
+
+        switch windowType {
+        case .none:
+            break
+        case .hanning:
+            vDSP_hann_window(&window, vDSP_Length(bufferSize), Int32(vDSP_HANN_NORM))
+        case .hamming:
+            vDSP_hamm_window(&window, vDSP_Length(bufferSize), 0)
+        }
+    }
+
+    deinit {
+        vDSP_destroy_fftsetup(fftSetup)
+    }
+
+    func process(buffer: [Float]) -> FFTResult {
+        precondition(buffer.count == Int(bufferSize), "Input buffer size mismatch.")
+
+        var windowedBuffer = [Float](repeating: 0.0, count: Int(bufferSize))
+
+        vDSP_vmul(buffer, 1, window, 1, &windowedBuffer, 1, bufferSize)
+
+        return realBuffer.withUnsafeMutableBufferPointer { realPtr in
+            imaginaryBuffer.withUnsafeMutableBufferPointer { imagPtr in
+                var complexBuffer = DSPSplitComplex(realp: realPtr.baseAddress!, imagp: imagPtr.baseAddress!)
+
+                windowedBuffer.withUnsafeBufferPointer { bufferPtr in
+                    let complexPtr = UnsafeRawPointer(bufferPtr.baseAddress!).bindMemory(to: DSPComplex.self, capacity: Int(bufferHalfSize))
+                    vDSP_ctoz(complexPtr, 2, &complexBuffer, 1, bufferHalfSize)
+                }
+
+                vDSP_fft_zrip(fftSetup, &complexBuffer, 1, bufferLog2Size, FFTDirection(FFT_FORWARD))
+
+                var magnitudes = [Float](repeating: 0.0, count: Int(bufferHalfSize))
+                vDSP_zvabs(&complexBuffer, 1, &magnitudes, 1, bufferHalfSize)
+
+                // Convert magnitudes to decibels
+                vDSP_vdbcon(magnitudes, 1, &zeroDBReference, &magnitudes, 1, vDSP_Length(magnitudes.count), 1)
+
+                return FFTResult(magnitudes: magnitudes)
+            }
+        }
+    }
+}
diff --git a/Sources/LiveKit/Support/RingBuffer.swift b/Sources/LiveKit/Support/RingBuffer.swift
new file mode 100644
index 000000000..ddbc1e682
--- /dev/null
+++ b/Sources/LiveKit/Support/RingBuffer.swift
@@ -0,0 +1,51 @@
+/*
+ * Copyright 2024 LiveKit
+ *
+ * Licensed under the Apache License, Version 2.0 (the "License");
+ * you may not use this file except in compliance with the License.
+ * You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+import Foundation
+
+// Simple ring-buffer used for internal audio processing. Not thread-safe.
+class RingBuffer<T: Numeric> {
+    private var _isFull = false
+    private var _buffer: [T]
+    private var _head: Int = 0
+
+    init(size: Int) {
+        _buffer = [T](repeating: 0, count: size)
+    }
+
+    func write(_ value: T) {
+        _buffer[_head] = value
+        _head = (_head + 1) % _buffer.count
+        if _head == 0 { _isFull = true }
+    }
+
+    func write(_ sequence: [T]) {
+        for value in sequence {
+            write(value)
+        }
+    }
+
+    func read() -> [T]? {
+        guard _isFull else { return nil }
+
+        if _head == 0 {
+            return _buffer // Return the entire buffer if _head is at the start
+        } else {
+            // Return the buffer in the correct order
+            return Array(_buffer[_head ..< _buffer.count] + _buffer[0 ..< _head])
+        }
+    }
+}
diff --git a/Sources/LiveKit/Track/AudioManager.swift b/Sources/LiveKit/Track/AudioManager.swift
index 29d1b2815..f597d71b3 100644
--- a/Sources/LiveKit/Track/AudioManager.swift
+++ b/Sources/LiveKit/Track/AudioManager.swift
@@ -156,13 +156,13 @@ public class AudioManager: Loggable {
     // MARK: - AudioProcessingModule
 
     private lazy var capturePostProcessingDelegateAdapter: AudioCustomProcessingDelegateAdapter = {
-        let adapter = AudioCustomProcessingDelegateAdapter(target: nil)
+        let adapter = AudioCustomProcessingDelegateAdapter()
         RTC.audioProcessingModule.capturePostProcessingDelegate = adapter
         return adapter
     }()
 
     private lazy var renderPreProcessingDelegateAdapter: AudioCustomProcessingDelegateAdapter = {
-        let adapter = AudioCustomProcessingDelegateAdapter(target: nil)
+        let adapter = AudioCustomProcessingDelegateAdapter()
         RTC.audioProcessingModule.renderPreProcessingDelegate = adapter
         return adapter
     }()
@@ -327,11 +327,11 @@ public extension AudioManager {
     /// Only ``AudioRenderer/render(pcmBuffer:)`` will be called.
     /// Usage: `AudioManager.shared.add(localAudioRenderer: localRenderer)`
     func add(localAudioRenderer delegate: AudioRenderer) {
-        capturePostProcessingDelegateAdapter.audioRenderers.add(delegate: delegate)
+        capturePostProcessingDelegateAdapter.add(delegate: delegate)
     }
 
     func remove(localAudioRenderer delegate: AudioRenderer) {
-        capturePostProcessingDelegateAdapter.audioRenderers.remove(delegate: delegate)
+        capturePostProcessingDelegateAdapter.remove(delegate: delegate)
     }
 }
 
@@ -341,10 +341,10 @@ public extension AudioManager {
     /// To receive buffer for individual tracks, use ``RemoteAudioTrack/add(audioRenderer:)`` instead.
     /// Usage: `AudioManager.shared.add(remoteAudioRenderer: localRenderer)`
     func add(remoteAudioRenderer delegate: AudioRenderer) {
-        renderPreProcessingDelegateAdapter.audioRenderers.add(delegate: delegate)
+        renderPreProcessingDelegateAdapter.add(delegate: delegate)
     }
 
     func remove(remoteAudioRenderer delegate: AudioRenderer) {
-        renderPreProcessingDelegateAdapter.audioRenderers.remove(delegate: delegate)
+        renderPreProcessingDelegateAdapter.remove(delegate: delegate)
     }
 }
diff --git a/Sources/LiveKit/Track/Remote/RemoteAudioTrack.swift b/Sources/LiveKit/Track/Remote/RemoteAudioTrack.swift
index 6348e3eb4..94821a347 100644
--- a/Sources/LiveKit/Track/Remote/RemoteAudioTrack.swift
+++ b/Sources/LiveKit/Track/Remote/RemoteAudioTrack.swift
@@ -14,6 +14,7 @@
  * limitations under the License.
  */
 
+import AVFoundation
 import CoreMedia
 
 #if swift(>=5.9)
@@ -36,6 +37,8 @@ public class RemoteAudioTrack: Track, RemoteTrack, AudioTrack {
         }
     }
 
+    private lazy var _adapter = AudioRendererAdapter()
+
     init(name: String,
          source: Track.Source,
          track: LKRTCMediaStreamTrack,
@@ -48,14 +51,29 @@ public class RemoteAudioTrack: Track, RemoteTrack, AudioTrack {
                    reportStatistics: reportStatistics)
     }
 
-    public func add(audioRenderer: AudioRenderer) {
+    deinit {
+        // Directly remove the adapter without unnecessary checks
         guard let audioTrack = mediaTrack as? LKRTCAudioTrack else { return }
-        audioTrack.add(AudioRendererAdapter(target: audioRenderer))
+        audioTrack.remove(_adapter)
+    }
+
+    public func add(audioRenderer: AudioRenderer) {
+        let wasEmpty = _adapter.countDelegates == 0
+        _adapter.add(delegate: audioRenderer)
+        // Attach adapter only if it wasn't attached before
+        if wasEmpty {
+            guard let audioTrack = mediaTrack as? LKRTCAudioTrack else { return }
+            audioTrack.add(_adapter)
+        }
     }
 
     public func remove(audioRenderer: AudioRenderer) {
-        guard let audioTrack = mediaTrack as? LKRTCAudioTrack else { return }
-        audioTrack.remove(AudioRendererAdapter(target: audioRenderer))
+        _adapter.remove(delegate: audioRenderer)
+        // Remove adapter only if there are no more delegates
+        if _adapter.countDelegates == 0 {
+            guard let audioTrack = mediaTrack as? LKRTCAudioTrack else { return }
+            audioTrack.remove(_adapter)
+        }
     }
 
     // MARK: - Internal