diff --git a/models/turbine_models/custom_models/sd_inference/utils.py b/models/turbine_models/custom_models/sd_inference/utils.py
index 3eb76877..55a2fc96 100644
--- a/models/turbine_models/custom_models/sd_inference/utils.py
+++ b/models/turbine_models/custom_models/sd_inference/utils.py
@@ -157,10 +157,16 @@ def iree_backend_map(device):
 
 def replace_with_tk_kernels(
     flow_dialect_ir,
+    batch_size
 ):
-    kernels = [
-        "https://raw.githubusercontent.com/nod-ai/sdxl-scripts/main/int8-model/tk_kernels/tk_gemm_fused_16x1024x10240x1280.mlir"
-    ]
+    if batch_size == 8:
+        kernels = [
+            "https://raw.githubusercontent.com/nod-ai/sdxl-scripts/main/int8-model/tk_kernels/tk_gemm_fused_16x1024x10240x1280.mlir"
+        ]
+    if batch_size == 1:
+        kernels = [
+            "https://raw.githubusercontent.com/nod-ai/sdxl-scripts/main/int8-model/tk_kernels/tk_gemm_fused_2x1024x10240x1280.mlir"
+        ]
 
     # Replace all calls to old kernel with new kernel
     print("Inserting kernels and updating calls to kernels...")
@@ -235,7 +241,10 @@ def compile_to_vmfb(
     flagset_keywords=[],
     debug=False,
     add_tk_kernels=False,
+    batch_size=1,
 ):
+    if batch_size != 1 and batch_size != 8:
+        add_tk_kernels = False
     flags = []
     if mlir_source == "file" and not isinstance(module_str, str):
         module_str = str(module_str)
@@ -393,7 +402,7 @@ def compile_to_vmfb(
 
         flow_ir = flatbuffer_blob.decode("utf-8")
 
-        flow_ir_tk = replace_with_tk_kernels(flow_ir)
+        flow_ir_tk = replace_with_tk_kernels(flow_ir, batch_size)
         module_str = "\n".join(flow_ir_tk)
         flags.pop()
         flags.extend(["--compile-from=flow"])
diff --git a/models/turbine_models/custom_models/sdxl_inference/unet.py b/models/turbine_models/custom_models/sdxl_inference/unet.py
index acccc391..4ed874e2 100644
--- a/models/turbine_models/custom_models/sdxl_inference/unet.py
+++ b/models/turbine_models/custom_models/sdxl_inference/unet.py
@@ -370,6 +370,7 @@ class CompiledUnet(CompiledModule):
             attn_spec=attn_spec,
             flagset_keywords=["punet"] if use_punet else [],
             add_tk_kernels=add_tk_kernels,
+            batch_size=batch_size,
         )
         if exit_on_vmfb:
             exit()