diff --git a/vllm_ascend/utils.py b/vllm_ascend/utils.py
index 489994c18cd..0f115da8970 100644
--- a/vllm_ascend/utils.py
+++ b/vllm_ascend/utils.py
@@ -856,6 +856,7 @@ def is_drafter_moe_model(vllm_config: VllmConfig):
 
 def speculative_enable_dispatch_gmm_combine_decode(
         vllm_config: VllmConfig) -> bool:
+    """When draft contains MOE Arch and non-w8a8, disable dispatch_gmm_combine_decode."""
     if vllm_config.speculative_config is None:
         return True
     speculative_method = getattr(vllm_config.speculative_config, "method",
@@ -863,7 +864,15 @@ def speculative_enable_dispatch_gmm_combine_decode(
     if speculative_method in [None, "ngram", "suffix"]:
         return True
     if speculative_method in ["eagle", "eagle3"]:
-        return False
+        if is_drafter_moe_model(vllm_config):
+            draft_model_config = vllm_config.speculative_config.draft_model_config
+            hf_text_config = draft_model_config.hf_text_config
+            quant_type = getattr(hf_text_config, "moe_quantize", None)
+            if quant_type is None:
+                quant_type = getattr(hf_text_config, "quantize", None)
+            return quant_type == "w8a8_dynamic"
+        else:
+            return True
     if speculative_method == "mtp":
         mtp_quant_type = getattr(vllm_config.model_config.hf_text_config,
                                  "mtp_quantize", None)