diff --git a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py
index 7a6076666..ba9b42071 100644
--- a/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py
+++ b/packages/opentelemetry-instrumentation-openai/opentelemetry/instrumentation/openai/shared/__init__.py
@@ -166,5 +166,9 @@ def is_streaming_response(response):
 def model_as_dict(model):
     if version("pydantic") < "2.0.0":
         return model.dict()
-
-    return model.model_dump()
+    if hasattr(model, "model_dump"):
+        return model.model_dump()
+    elif hasattr(model, "parse"):  # Raw API response
+        return model_as_dict(model.parse())
+    else:
+        return model
diff --git a/packages/opentelemetry-instrumentation-openai/tests/cassettes/test_embeddings/test_embeddings_with_raw_response.yaml b/packages/opentelemetry-instrumentation-openai/tests/cassettes/test_embeddings/test_embeddings_with_raw_response.yaml
new file mode 100644
index 000000000..3e07d3314
--- /dev/null
+++ b/packages/opentelemetry-instrumentation-openai/tests/cassettes/test_embeddings/test_embeddings_with_raw_response.yaml
@@ -0,0 +1,226 @@
+interactions:
+- request:
+    body: '{"input": "Tell me a joke about opentelemetry", "model": "text-embedding-ada-002"}'
+    headers:
+      accept:
+      - application/json
+      accept-encoding:
+      - gzip, deflate
+      connection:
+      - keep-alive
+      content-length:
+      - '82'
+      content-type:
+      - application/json
+      host:
+      - api.openai.com
+      user-agent:
+      - OpenAI/Python 1.12.0
+      x-stainless-arch:
+      - arm64
+      x-stainless-async:
+      - 'false'
+      x-stainless-lang:
+      - python
+      x-stainless-os:
+      - MacOS
+      x-stainless-package-version:
+      - 1.12.0
+      x-stainless-runtime:
+      - CPython
+      x-stainless-runtime-version:
+      - 3.9.5
+    method: POST
+    uri: https://api.openai.com/v1/embeddings
+  response:
+    body:
+      string: !!binary |
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+        Secure; SameSite=None
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+        path=/; domain=.api.openai.com; HttpOnly; Secure; SameSite=None
+      Transfer-Encoding:
+      - chunked
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+      - '*'
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+      - h3=":443"; ma=86400
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+      - text-embedding-ada-002
+      openai-organization:
+      - traceloop
+      openai-processing-ms:
+      - '38'
+      openai-version:
+      - '2020-10-01'
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+      - max-age=15724800; includeSubDomains
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+      - '5000'
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+      - '5000000'
+      x-ratelimit-remaining-requests:
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+      x-ratelimit-remaining-tokens:
+      - '4999992'
+      x-ratelimit-reset-requests:
+      - 12ms
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diff --git a/packages/opentelemetry-instrumentation-openai/tests/test_chat.py b/packages/opentelemetry-instrumentation-openai/tests/test_chat.py
index 796d64206..3b974b626 100644
--- a/packages/opentelemetry-instrumentation-openai/tests/test_chat.py
+++ b/packages/opentelemetry-instrumentation-openai/tests/test_chat.py
@@ -9,7 +9,7 @@ def test_chat_streaming(exporter, openai_client, vcr):
         stream=True,
     )
 
-    for part in response:
+    for _ in response:
         pass
 
     spans = exporter.get_finished_spans()
diff --git a/packages/opentelemetry-instrumentation-openai/tests/test_completions.py b/packages/opentelemetry-instrumentation-openai/tests/test_completions.py
index 8f64e11e9..0277acf73 100644
--- a/packages/opentelemetry-instrumentation-openai/tests/test_completions.py
+++ b/packages/opentelemetry-instrumentation-openai/tests/test_completions.py
@@ -68,7 +68,7 @@ def test_completion_streaming(exporter, openai_client):
         stream=True,
     )
 
-    for part in response:
+    for _ in response:
         pass
 
     spans = exporter.get_finished_spans()
diff --git a/packages/opentelemetry-instrumentation-openai/tests/test_embeddings.py b/packages/opentelemetry-instrumentation-openai/tests/test_embeddings.py
index c21e8f3b1..add12d419 100644
--- a/packages/opentelemetry-instrumentation-openai/tests/test_embeddings.py
+++ b/packages/opentelemetry-instrumentation-openai/tests/test_embeddings.py
@@ -23,6 +23,30 @@ def test_embeddings(exporter, openai_client):
     assert open_ai_span.attributes["openai.api_base"] == "https://api.openai.com/v1/"
 
 
+@pytest.mark.vcr
+def test_embeddings_with_raw_response(exporter, openai_client):
+    response = openai_client.embeddings.with_raw_response.create(
+        input="Tell me a joke about opentelemetry",
+        model="text-embedding-ada-002",
+    )
+    spans = exporter.get_finished_spans()
+    assert [span.name for span in spans] == [
+        "openai.embeddings",
+    ]
+    open_ai_span = spans[0]
+    assert (
+        open_ai_span.attributes["llm.prompts.0.content"]
+        == "Tell me a joke about opentelemetry"
+    )
+
+    assert open_ai_span.attributes["llm.request.model"] == "text-embedding-ada-002"
+    assert open_ai_span.attributes["llm.usage.prompt_tokens"] == 8
+    assert open_ai_span.attributes["openai.api_base"] == "https://api.openai.com/v1/"
+
+    parsed_response = response.parse()
+    assert parsed_response.data[0]
+
+
 @pytest.mark.vcr
 def test_azure_openai_embeddings(exporter):
     api_key = "redacted"
diff --git a/packages/opentelemetry-instrumentation-openai/tests/test_vision.py b/packages/opentelemetry-instrumentation-openai/tests/test_vision.py
index 419214d97..6bf18b035 100644
--- a/packages/opentelemetry-instrumentation-openai/tests/test_vision.py
+++ b/packages/opentelemetry-instrumentation-openai/tests/test_vision.py
@@ -22,7 +22,7 @@ def test_vision(exporter, openai_client):
         ],
     )
 
-    for part in response:
+    for _ in response:
         pass
 
     spans = exporter.get_finished_spans()