diff --git a/projects/common/src/client/java/dan200/computercraft/client/model/turtle/TurtleModelParts.java b/projects/common/src/client/java/dan200/computercraft/client/model/turtle/TurtleModelParts.java
index e5a2b7365..a473beac3 100644
--- a/projects/common/src/client/java/dan200/computercraft/client/model/turtle/TurtleModelParts.java
+++ b/projects/common/src/client/java/dan200/computercraft/client/model/turtle/TurtleModelParts.java
@@ -28,8 +28,10 @@
 
 /**
  * Combines several individual models together to form a turtle.
+ *
+ * @param <T> The type of the resulting "baked model".
  */
-public final class TurtleModelParts {
+public final class TurtleModelParts<T> {
     private static final Transformation identity, flip;
 
     static {
@@ -42,7 +44,7 @@ public final class TurtleModelParts {
         flip = new Transformation(stack.last().pose());
     }
 
-    public record Combination(
+    private record Combination(
         boolean colour,
         @Nullable ITurtleUpgrade leftUpgrade,
         @Nullable ITurtleUpgrade rightUpgrade,
@@ -55,6 +57,7 @@ public record Combination(
     private final BakedModel familyModel;
     private final BakedModel colourModel;
     private final Function<TransformedModel, BakedModel> transformer;
+    private final Function<Combination, T> buildModel;
 
     /**
      * A cache of {@link TransformedModel} to the transformed {@link BakedModel}. This helps us pool the transformed
@@ -62,13 +65,23 @@ public record Combination(
      */
     private final Map<TransformedModel, BakedModel> transformCache = new HashMap<>();
 
-    public TurtleModelParts(BakedModel familyModel, BakedModel colourModel, ModelTransformer transformer) {
+    /**
+     * A cache of {@link Combination}s to the combined model.
+     */
+    private final Map<Combination, T> modelCache = new HashMap<>();
+
+    public TurtleModelParts(BakedModel familyModel, BakedModel colourModel, ModelTransformer transformer, Function<List<BakedModel>, T> combineModel) {
         this.familyModel = familyModel;
         this.colourModel = colourModel;
         this.transformer = x -> transformer.transform(x.getModel(), x.getMatrix());
+        buildModel = x -> combineModel.apply(buildModel(x));
     }
 
-    public Combination getCombination(ItemStack stack) {
+    public T getModel(ItemStack stack) {
+        return modelCache.computeIfAbsent(getCombination(stack), buildModel);
+    }
+
+    private Combination getCombination(ItemStack stack) {
         var christmas = Holiday.getCurrent() == Holiday.CHRISTMAS;
 
         if (!(stack.getItem() instanceof TurtleItem turtle)) {
@@ -85,7 +98,7 @@ public Combination getCombination(ItemStack stack) {
         return new Combination(colour != -1, leftUpgrade, rightUpgrade, overlay, christmas, flip);
     }
 
-    public List<BakedModel> buildModel(Combination combo) {
+    private List<BakedModel> buildModel(Combination combo) {
         var mc = Minecraft.getInstance();
         var modelManager = mc.getItemRenderer().getItemModelShaper().getModelManager();
 
@@ -109,7 +122,7 @@ public List<BakedModel> buildModel(Combination combo) {
         return parts;
     }
 
-    public BakedModel transform(BakedModel model, Transformation transformation) {
+    private BakedModel transform(BakedModel model, Transformation transformation) {
         if (transformation.equals(Transformation.identity())) return model;
         return transformCache.computeIfAbsent(new TransformedModel(model, transformation), transformer);
     }
diff --git a/projects/fabric/src/client/java/dan200/computercraft/client/model/CompositeBakedModel.java b/projects/fabric/src/client/java/dan200/computercraft/client/model/CompositeBakedModel.java
index aa22ac224..177094cdc 100644
--- a/projects/fabric/src/client/java/dan200/computercraft/client/model/CompositeBakedModel.java
+++ b/projects/fabric/src/client/java/dan200/computercraft/client/model/CompositeBakedModel.java
@@ -25,6 +25,10 @@ public CompositeBakedModel(List<BakedModel> models) {
         this.models = models;
     }
 
+    public static BakedModel of(List<BakedModel> models) {
+        return models.size() == 1 ? models.get(0) : new CompositeBakedModel(models);
+    }
+
     @Override
     public List<BakedQuad> getQuads(@Nullable BlockState blockState, @Nullable Direction face, RandomSource rand) {
         @SuppressWarnings({ "unchecked", "rawtypes" })
diff --git a/projects/fabric/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java b/projects/fabric/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
index 28ba06bf2..704350b1a 100644
--- a/projects/fabric/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
+++ b/projects/fabric/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
@@ -14,8 +14,6 @@
 import net.minecraft.world.item.ItemStack;
 
 import javax.annotation.Nullable;
-import java.util.HashMap;
-import java.util.Map;
 
 /**
  * The custom model for turtle items, which renders tools and overlays as part of the model.
@@ -23,28 +21,22 @@
  * @see TurtleModelParts
  */
 public class TurtleModel extends ForwardingBakedModel {
-    private final TurtleModelParts parts;
+    private final TurtleModelParts<BakedModel> parts;
 
-    private final Map<TurtleModelParts.Combination, BakedModel> cachedModels = new HashMap<>();
     private final ItemOverrides overrides = new ItemOverrides() {
         @Override
         public BakedModel resolve(BakedModel model, ItemStack stack, @Nullable ClientLevel level, @Nullable LivingEntity entity, int seed) {
-            return cachedModels.computeIfAbsent(parts.getCombination(stack), TurtleModel.this::buildModel);
+            return parts.getModel(stack);
         }
     };
 
     public TurtleModel(BakedModel familyModel, BakedModel colourModel) {
         wrapped = familyModel;
-        parts = new TurtleModelParts(familyModel, colourModel, TransformedBakedModel::new);
+        parts = new TurtleModelParts<>(familyModel, colourModel, TransformedBakedModel::new, CompositeBakedModel::of);
     }
 
     @Override
     public ItemOverrides getOverrides() {
         return overrides;
     }
-
-    private BakedModel buildModel(TurtleModelParts.Combination combo) {
-        var models = parts.buildModel(combo);
-        return models.size() == 1 ? models.get(0) : new CompositeBakedModel(models);
-    }
 }
diff --git a/projects/forge/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java b/projects/forge/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
index f4ebbe78d..257e48699 100644
--- a/projects/forge/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
+++ b/projects/forge/src/client/java/dan200/computercraft/client/model/turtle/TurtleModel.java
@@ -11,9 +11,8 @@
 import net.minecraft.world.item.ItemStack;
 import net.minecraftforge.client.model.BakedModelWrapper;
 
-import java.util.HashMap;
 import java.util.List;
-import java.util.Map;
+import java.util.function.Function;
 
 /**
  * The custom model for turtle items, which renders tools and overlays as part of the model.
@@ -21,12 +20,11 @@
  * @see TurtleModelParts
  */
 public class TurtleModel extends BakedModelWrapper<BakedModel> {
-    private final TurtleModelParts parts;
-    private final Map<TurtleModelParts.Combination, List<BakedModel>> cachedModels = new HashMap<>();
+    private final TurtleModelParts<List<BakedModel>> parts;
 
     public TurtleModel(BakedModel familyModel, BakedModel colourModel) {
         super(familyModel);
-        parts = new TurtleModelParts(familyModel, colourModel, TransformedBakedModel::new);
+        parts = new TurtleModelParts<>(familyModel, colourModel, TransformedBakedModel::new, Function.identity());
     }
 
     @Override
@@ -37,6 +35,6 @@ public BakedModel applyTransform(ItemDisplayContext transform, PoseStack poseSta
 
     @Override
     public List<BakedModel> getRenderPasses(ItemStack stack, boolean fabulous) {
-        return cachedModels.computeIfAbsent(parts.getCombination(stack), parts::buildModel);
+        return parts.getModel(stack);
     }
 }