diff --git a/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcFillPredictor.cs b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcFillPredictor.cs
new file mode 100644
index 0000000000..d0bc59f1c0
--- /dev/null
+++ b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcFillPredictor.cs
@@ -0,0 +1,28 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Runtime.CompilerServices;
+
+namespace SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+
+internal class Av1DcFillPredictor : IAv1Predictor
+{
+    private readonly uint blockWidth;
+    private readonly uint blockHeight;
+
+    public Av1DcFillPredictor(Size blockSize)
+    {
+        this.blockWidth = (uint)blockSize.Width;
+        this.blockHeight = (uint)blockSize.Height;
+    }
+
+    public void PredictScalar(ref byte destination, nuint stride, ref byte above, ref byte left)
+    {
+        const byte expectedDc = 0x80;
+        for (uint r = 0; r < this.blockHeight; r++)
+        {
+            Unsafe.InitBlock(ref destination, expectedDc, this.blockWidth);
+            destination = ref Unsafe.Add(ref destination, stride);
+        }
+    }
+}
diff --git a/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcLeftPredictor.cs b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcLeftPredictor.cs
new file mode 100644
index 0000000000..4aea10bdf4
--- /dev/null
+++ b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcLeftPredictor.cs
@@ -0,0 +1,34 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Runtime.CompilerServices;
+
+namespace SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+
+internal class Av1DcLeftPredictor : IAv1Predictor
+{
+    private readonly uint blockWidth;
+    private readonly uint blockHeight;
+
+    public Av1DcLeftPredictor(Size blockSize)
+    {
+        this.blockWidth = (uint)blockSize.Width;
+        this.blockHeight = (uint)blockSize.Height;
+    }
+
+    public void PredictScalar(ref byte destination, nuint stride, ref byte above, ref byte left)
+    {
+        int sum = 0;
+        for (uint i = 0; i < this.blockHeight; i++)
+        {
+            sum += Unsafe.Add(ref left, i);
+        }
+
+        byte expectedDc = (byte)((sum + (this.blockHeight >> 1)) / this.blockHeight);
+        for (uint r = 0; r < this.blockHeight; r++)
+        {
+            Unsafe.InitBlock(ref destination, expectedDc, this.blockWidth);
+            destination = ref Unsafe.Add(ref destination, stride);
+        }
+    }
+}
diff --git a/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcPredictor.cs b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcPredictor.cs
new file mode 100644
index 0000000000..f3a3cf4ae6
--- /dev/null
+++ b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcPredictor.cs
@@ -0,0 +1,40 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Runtime.CompilerServices;
+
+namespace SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+
+internal class Av1DcPredictor : IAv1Predictor
+{
+    private readonly uint blockWidth;
+    private readonly uint blockHeight;
+
+    public Av1DcPredictor(Size blockSize)
+    {
+        this.blockWidth = (uint)blockSize.Width;
+        this.blockHeight = (uint)blockSize.Height;
+    }
+
+    public void PredictScalar(ref byte destination, nuint stride, ref byte above, ref byte left)
+    {
+        int sum = 0;
+        uint count = this.blockWidth + this.blockHeight;
+        for (uint i = 0; i < this.blockWidth; i++)
+        {
+            sum += Unsafe.Add(ref above, i);
+        }
+
+        for (uint i = 0; i < this.blockHeight; i++)
+        {
+            sum += Unsafe.Add(ref left, i);
+        }
+
+        byte expectedDc = (byte)((sum + (count >> 1)) / count);
+        for (uint r = 0; r < this.blockHeight; r++)
+        {
+            Unsafe.InitBlock(ref destination, expectedDc, this.blockWidth);
+            destination = ref Unsafe.Add(ref destination, stride);
+        }
+    }
+}
diff --git a/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcTopPredictor.cs b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcTopPredictor.cs
new file mode 100644
index 0000000000..a79a473938
--- /dev/null
+++ b/src/ImageSharp/Formats/Heif/Av1/Prediction/Av1DcTopPredictor.cs
@@ -0,0 +1,34 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using System.Runtime.CompilerServices;
+
+namespace SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+
+internal class Av1DcTopPredictor : IAv1Predictor
+{
+    private readonly uint blockWidth;
+    private readonly uint blockHeight;
+
+    public Av1DcTopPredictor(Size blockSize)
+    {
+        this.blockWidth = (uint)blockSize.Width;
+        this.blockHeight = (uint)blockSize.Height;
+    }
+
+    public void PredictScalar(ref byte destination, nuint stride, ref byte above, ref byte left)
+    {
+        int sum = 0;
+        for (uint i = 0; i < this.blockWidth; i++)
+        {
+            sum += Unsafe.Add(ref above, i);
+        }
+
+        byte expectedDc = (byte)((sum + (this.blockWidth >> 1)) / this.blockWidth);
+        for (uint r = 0; r < this.blockHeight; r++)
+        {
+            Unsafe.InitBlock(ref destination, expectedDc, this.blockWidth);
+            destination = ref Unsafe.Add(ref destination, stride);
+        }
+    }
+}
diff --git a/src/ImageSharp/Formats/Heif/Av1/Prediction/IAv1Predictor.cs b/src/ImageSharp/Formats/Heif/Av1/Prediction/IAv1Predictor.cs
new file mode 100644
index 0000000000..3bf8907789
--- /dev/null
+++ b/src/ImageSharp/Formats/Heif/Av1/Prediction/IAv1Predictor.cs
@@ -0,0 +1,19 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+namespace SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+
+/// <summary>
+/// Interface for predictor implementations.
+/// </summary>
+internal interface IAv1Predictor
+{
+    /// <summary>
+    /// Predict using scalar logic within the 8-bit pipeline.
+    /// </summary>
+    /// <param name="destination">The destination to write to.</param>
+    /// <param name="stride">The stride of the destination buffer.</param>
+    /// <param name="above">Pointer to the first element of the block above.</param>
+    /// <param name="left">Pointer to the first element of the block to the left.</param>
+    public void PredictScalar(ref byte destination, nuint stride, ref byte above, ref byte left);
+}
diff --git a/tests/ImageSharp.Tests/Formats/Heif/Av1/PredictorTests.cs b/tests/ImageSharp.Tests/Formats/Heif/Av1/PredictorTests.cs
new file mode 100644
index 0000000000..42dfaa568a
--- /dev/null
+++ b/tests/ImageSharp.Tests/Formats/Heif/Av1/PredictorTests.cs
@@ -0,0 +1,123 @@
+// Copyright (c) Six Labors.
+// Licensed under the Six Labors Split License.
+
+using SixLabors.ImageSharp.Formats.Heif.Av1.Prediction;
+using SixLabors.ImageSharp.Formats.Heif.Av1.Transform;
+
+namespace SixLabors.ImageSharp.Tests.Formats.Heif.Av1;
+
+[Trait("Format", "Avif")]
+public class PredictorTests
+{
+    [Theory]
+    [MemberData(nameof(GetTransformSizes))]
+    public void VerifyDcFill(int width, int height)
+    {
+        // Assign
+        byte[] destination = new byte[width * height];
+        byte[] left = new byte[1];
+        byte[] above = new byte[1];
+        byte expected = 0x80;
+
+        // Act
+        Av1DcFillPredictor predictor = new(new Size(width, height));
+        predictor.PredictScalar(ref destination[0], (nuint)width, ref above[0], ref left[0]);
+
+        // Assert
+        Assert.All(destination, (b) => AssertValue(expected, b));
+    }
+
+    [Theory]
+    [MemberData(nameof(GetTransformSizes))]
+    public void VerifyDc(int width, int height)
+    {
+        // Assign
+        byte[] destination = new byte[width * height];
+        byte[] left = new byte[width * height];
+        byte[] above = new byte[width * height];
+        Array.Fill(left, (byte)5);
+        Array.Fill(above, (byte)28);
+        int count = width + height;
+        int sum = Sum(left, height) + Sum(above, width);
+        byte expected = (byte)((sum + (count >> 1)) / count);
+
+        // Act
+        Av1DcPredictor predictor = new(new Size(width, height));
+        predictor.PredictScalar(ref destination[0], (nuint)width, ref above[0], ref left[0]);
+
+        // Assert
+        Assert.Equal((5 * height) + (28 * width), sum);
+        Assert.All(destination, (b) => AssertValue(expected, b));
+    }
+
+    [Theory]
+    [MemberData(nameof(GetTransformSizes))]
+    public void VerifyDcLeft(int width, int height)
+    {
+        // Assign
+        byte[] destination = new byte[width * height];
+        byte[] left = new byte[width * height];
+        byte[] above = new byte[width * height];
+        Array.Fill(left, (byte)5);
+        Array.Fill(above, (byte)28);
+        byte expected = left[0];
+
+        // Act
+        Av1DcLeftPredictor predictor = new(new Size(width, height));
+        predictor.PredictScalar(ref destination[0], (nuint)width, ref above[0], ref left[0]);
+
+        // Assert
+        Assert.All(destination, (b) => AssertValue(expected, b));
+    }
+
+    [Theory]
+    [MemberData(nameof(GetTransformSizes))]
+    public void VerifyDcTop(int width, int height)
+    {
+        // Assign
+        byte[] destination = new byte[width * height];
+        byte[] left = new byte[width * height];
+        byte[] above = new byte[width * height];
+        Array.Fill(left, (byte)5);
+        Array.Fill(above, (byte)28);
+        byte expected = above[0];
+
+        // Act
+        Av1DcTopPredictor predictor = new(new Size(width, height));
+        predictor.PredictScalar(ref destination[0], (nuint)width, ref above[0], ref left[0]);
+
+        // Assert
+        Assert.All(destination, (b) => AssertValue(expected, b));
+    }
+
+    private static void AssertValue(byte expected, byte actual)
+    {
+        Assert.NotEqual(0, actual);
+        Assert.Equal(expected, actual);
+    }
+
+    private static int Sum(Span<byte> values, int length)
+    {
+        int sum = 0;
+        for (int i = 0; i < length; i++)
+        {
+            sum += values[i];
+        }
+
+        return sum;
+    }
+
+    public static TheoryData<int, int> GetTransformSizes()
+    {
+        TheoryData<int, int> combinations = [];
+        for (int s = 0; s < (int)Av1TransformSize.AllSizes; s++)
+        {
+            Av1TransformSize size = (Av1TransformSize)s;
+            int width = size.GetWidth();
+            int height = size.GetHeight();
+            combinations.Add(width, height);
+        }
+
+        return combinations;
+    }
+}
diff --git a/tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTest.cs b/tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTests.cs
similarity index 99%
rename from tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTest.cs
rename to tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTests.cs
index 33a47cd807..756319adaf 100644
--- a/tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTest.cs
+++ b/tests/ImageSharp.Tests/Formats/Heif/Av1/SymbolTests.cs
@@ -9,7 +9,7 @@ using SixLabors.ImageSharp.Memory;
 namespace SixLabors.ImageSharp.Tests.Formats.Heif.Av1;
 
 [Trait("Format", "Avif")]
-public class SymbolTest
+public class SymbolTests
 {
     [Fact]
     public void ReadRandomLiteral()