diff --git a/_sample_docs/embedded-images-tables.jpg b/_sample_docs/embedded-images-tables.jpg
new file mode 100644
index 00000000..f94ef7b1
Binary files /dev/null and b/_sample_docs/embedded-images-tables.jpg differ
diff --git a/_sample_docs/fake-power-point.ppt b/_sample_docs/fake-power-point.ppt
new file mode 100644
index 00000000..a6bf7266
Binary files /dev/null and b/_sample_docs/fake-power-point.ppt differ
diff --git a/_test_unstructured_client/integration/test_integration.py b/_test_unstructured_client/integration/test_integration.py
index 54f76f93..0f6e8d7b 100644
--- a/_test_unstructured_client/integration/test_integration.py
+++ b/_test_unstructured_client/integration/test_integration.py
@@ -227,3 +227,124 @@ async def call_api():
     uvloop.install()
     elements = asyncio.run(call_api())
     assert len(elements) > 0
+
+
+@pytest.mark.parametrize("split_pdf", [True, False])
+@pytest.mark.parametrize("vlm_model", ["gpt-4o"])
+@pytest.mark.parametrize("vlm_model_provider", ["openai"])
+@pytest.mark.parametrize(
+    "filename", 
+    [
+        "layout-parser-paper-fast.pdf", 
+        "fake-power-point.ppt",
+        "embedded-images-tables.jpg",
+    ]
+)
+def test_partition_strategy_vlm_openai(split_pdf, vlm_model, vlm_model_provider, client, doc_path, filename):
+    with open(doc_path / filename, "rb") as f:
+        files = shared.Files(
+            content=f.read(),
+            file_name=filename,
+        )
+
+    req = operations.PartitionRequest(
+        partition_parameters=shared.PartitionParameters(
+            files=files,
+            strategy="vlm",
+            vlm_model=vlm_model,
+            vlm_model_provider=vlm_model_provider,
+            languages=["eng"],
+            split_pdf_page=split_pdf,
+        )
+    )
+
+    response = client.general.partition(
+        request=req
+    )
+    assert response.status_code == 200
+    assert len(response.elements) > 0
+    assert response.elements[0]["metadata"]["partitioner_type"] == "vlm_partition"
+
+
+@pytest.mark.parametrize("split_pdf", [True, False])
+@pytest.mark.parametrize("vlm_model", 
+    [
+        "us.amazon.nova-pro-v1:0", 
+        "us.amazon.nova-lite-v1:0", 
+        "us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+        "us.anthropic.claude-3-opus-20240229-v1:0",
+        "us.anthropic.claude-3-haiku-20240307-v1:0",
+        "us.anthropic.claude-3-sonnet-20240229-v1:0",
+        "us.meta.llama3-2-90b-instruct-v1:0",
+        "us.meta.llama3-2-11b-instruct-v1:0",
+    ]
+)
+@pytest.mark.parametrize("vlm_model_provider", ["bedrock"])
+@pytest.mark.parametrize(
+    "filename", 
+    [
+        "layout-parser-paper-fast.pdf", 
+        "fake-power-point.ppt",
+        "embedded-images-tables.jpg",
+    ]
+)
+def test_partition_strategy_vlm_bedrock(split_pdf, vlm_model, vlm_model_provider, client, doc_path, filename):
+    with open(doc_path / filename, "rb") as f:
+        files = shared.Files(
+            content=f.read(),
+            file_name=filename,
+        )
+
+    req = operations.PartitionRequest(
+        partition_parameters=shared.PartitionParameters(
+            files=files,
+            strategy="vlm",
+            vlm_model=vlm_model,
+            vlm_model_provider=vlm_model_provider,
+            languages=["eng"],
+            split_pdf_page=split_pdf,
+        )
+    )
+
+    response = client.general.partition(
+        request=req
+    )
+    assert response.status_code == 200
+    assert len(response.elements) > 0
+    assert response.elements[0]["metadata"]["partitioner_type"] == "vlm_partition"
+
+@pytest.mark.parametrize("split_pdf", [True, False])
+@pytest.mark.parametrize("vlm_model", ["claude-3-5-sonnet-20241022",])
+@pytest.mark.parametrize("vlm_model_provider", ["anthropic"])
+@pytest.mark.parametrize(
+    "filename", 
+    [
+        "layout-parser-paper-fast.pdf", 
+        "fake-power-point.ppt",
+        "embedded-images-tables.jpg",
+    ]
+)
+def test_partition_strategy_vlm_anthropic(split_pdf, vlm_model, vlm_model_provider, client, doc_path, filename):
+    with open(doc_path / filename, "rb") as f:
+        files = shared.Files(
+            content=f.read(),
+            file_name=filename,
+        )
+
+    req = operations.PartitionRequest(
+        partition_parameters=shared.PartitionParameters(
+            files=files,
+            strategy="vlm",
+            vlm_model=vlm_model,
+            vlm_model_provider=vlm_model_provider,
+            languages=["eng"],
+            split_pdf_page=split_pdf,
+        )
+    )
+
+    response = client.general.partition(
+        request=req
+    )
+    assert response.status_code == 200
+    assert len(response.elements) > 0
+    assert response.elements[0]["metadata"]["partitioner_type"] == "vlm_partition"