diff --git a/lib/crewai/src/crewai/llms/providers/azure/completion.py b/lib/crewai/src/crewai/llms/providers/azure/completion.py
index e7fd80844..abc0b54ae 100644
--- a/lib/crewai/src/crewai/llms/providers/azure/completion.py
+++ b/lib/crewai/src/crewai/llms/providers/azure/completion.py
@@ -4,6 +4,7 @@ import json
 import logging
 import os
 from typing import TYPE_CHECKING, Any, TypedDict
+from urllib.parse import urlparse
 
 from pydantic import BaseModel
 from typing_extensions import Self
@@ -175,11 +176,51 @@ class AzureCompletion(BaseLLM):
             prefix in model.lower() for prefix in ["gpt-", "o1-", "text-"]
         )
 
-        self.is_azure_openai_endpoint = (
-            "openai.azure.com" in self.endpoint
-            and "/openai/deployments/" in self.endpoint
+        self.is_azure_openai_endpoint = self._is_azure_openai_deployment_endpoint(
+            self.endpoint
         )
 
+    @staticmethod
+    def _parse_endpoint_url(endpoint: str):
+        parsed_endpoint = urlparse(endpoint)
+        if parsed_endpoint.hostname:
+            return parsed_endpoint
+
+        # Support endpoint values without a URL scheme.
+        return urlparse(f"https://{endpoint}")
+
+    @staticmethod
+    def _is_azure_openai_hostname(endpoint: str) -> bool:
+        parsed_endpoint = AzureCompletion._parse_endpoint_url(endpoint)
+        hostname = parsed_endpoint.hostname or ""
+        labels = [label for label in hostname.lower().split(".") if label]
+
+        return len(labels) >= 3 and labels[-3:] == ["openai", "azure", "com"]
+
+    @staticmethod
+    def _get_endpoint_path_segments(endpoint: str) -> list[str]:
+        parsed_endpoint = AzureCompletion._parse_endpoint_url(endpoint)
+        return [segment for segment in parsed_endpoint.path.split("/") if segment]
+
+    @staticmethod
+    def _is_azure_openai_deployment_endpoint(endpoint: str) -> bool:
+        if not AzureCompletion._is_azure_openai_hostname(endpoint):
+            return False
+
+        path_segments = AzureCompletion._get_endpoint_path_segments(endpoint)
+        return len(path_segments) >= 3 and path_segments[:2] == [
+            "openai",
+            "deployments",
+        ]
+
+    @staticmethod
+    def _is_azure_openai_deployments_collection(endpoint: str) -> bool:
+        if not AzureCompletion._is_azure_openai_hostname(endpoint):
+            return False
+
+        path_segments = AzureCompletion._get_endpoint_path_segments(endpoint)
+        return path_segments == ["openai", "deployments"]
+
     @staticmethod
     def _validate_and_fix_endpoint(endpoint: str, model: str) -> str:
         """Validate and fix Azure endpoint URL format.
@@ -194,10 +235,12 @@ class AzureCompletion(BaseLLM):
         Returns:
             Validated and potentially corrected endpoint URL
         """
-        if "openai.azure.com" in endpoint and "/openai/deployments/" not in endpoint:
+        if AzureCompletion._is_azure_openai_hostname(
+            endpoint
+        ) and not AzureCompletion._is_azure_openai_deployment_endpoint(endpoint):
             endpoint = endpoint.rstrip("/")
 
-            if not endpoint.endswith("/openai/deployments"):
+            if not AzureCompletion._is_azure_openai_deployments_collection(endpoint):
                 deployment_name = model.replace("azure/", "")
                 endpoint = f"{endpoint}/openai/deployments/{deployment_name}"
                 logging.info(f"Constructed Azure OpenAI endpoint URL: {endpoint}")
diff --git a/lib/crewai/tests/llms/azure/test_azure.py b/lib/crewai/tests/llms/azure/test_azure.py
index 17a01bb56..668914c20 100644
--- a/lib/crewai/tests/llms/azure/test_azure.py
+++ b/lib/crewai/tests/llms/azure/test_azure.py
@@ -958,6 +958,34 @@ def test_azure_endpoint_detection_flags():
         assert llm_other.is_azure_openai_endpoint == False
 
 
+def test_azure_endpoint_detection_ignores_spoofed_urls():
+    """
+    Test that endpoint detection does not trust spoofed host/path substrings
+    """
+    with patch.dict(os.environ, {
+        "AZURE_API_KEY": "test-key",
+        "AZURE_ENDPOINT": (
+            "https://evil.example.com/?redirect="
+            "https://test.openai.azure.com/openai/deployments/gpt-4"
+        ),
+    }):
+        llm_query_spoof = LLM(model="azure/gpt-4")
+        assert llm_query_spoof.is_azure_openai_endpoint == False
+        assert "model" in llm_query_spoof._prepare_completion_params(
+            messages=[{"role": "user", "content": "test"}]
+        )
+
+    with patch.dict(os.environ, {
+        "AZURE_API_KEY": "test-key",
+        "AZURE_ENDPOINT": "https://test.openai.azure.com.evil/openai/deployments/gpt-4",
+    }):
+        llm_host_spoof = LLM(model="azure/gpt-4")
+        assert llm_host_spoof.is_azure_openai_endpoint == False
+        assert "model" in llm_host_spoof._prepare_completion_params(
+            messages=[{"role": "user", "content": "test"}]
+        )
+
+
 def test_azure_improved_error_messages():
     """
     Test that improved error messages are provided for common HTTP errors