diff --git a/libs/core/langchain_core/document_loaders/langsmith.py b/libs/core/langchain_core/document_loaders/langsmith.py
index 10b07abbe44..cea2b92e7ce 100644
--- a/libs/core/langchain_core/document_loaders/langsmith.py
+++ b/libs/core/langchain_core/document_loaders/langsmith.py
@@ -3,7 +3,7 @@
 import datetime
 import json
 import uuid
-from collections.abc import Callable, Iterator, Sequence
+from collections.abc import Callable, Iterator, Mapping, Sequence
 from typing import Any
 
 from langsmith import Client as LangSmithClient
@@ -94,7 +94,10 @@ class LangSmithLoader(BaseLoader):
             ValueError: If both `client` and `client_kwargs` are provided.
         """  # noqa: E501
         if client and client_kwargs:
-            msg = "Only one of 'client' and 'client_kwargs' should be provided."
+            msg = (
+                "Received both `client` and `client_kwargs`. "
+                "Pass `client_kwargs` only when `client` is not provided."
+            )
             raise ValueError(msg)
         self._client = client or LangSmithClient(**client_kwargs)
         self.content_key = list(content_key.split(".")) if content_key else []
@@ -124,9 +127,7 @@ class LangSmithLoader(BaseLoader):
             metadata=self.metadata,
             filter=self.filter,
         ):
-            content: Any = example.inputs
-            for key in self.content_key:
-                content = content[key]
+            content = _get_content_from_inputs(example.inputs, self.content_key)
             content_str = self.format_content(content)
             metadata = pydantic_to_dict(example)
             # Stringify datetime and UUID types.
@@ -135,6 +136,44 @@ class LangSmithLoader(BaseLoader):
             yield Document(content_str, metadata=metadata)
 
 
+def _get_content_from_inputs(inputs: Any, content_key: Sequence[str]) -> Any:
+    """Resolve nested example input content for `LangSmithLoader`.
+
+    Args:
+        inputs: Example input payload returned by LangSmith.
+        content_key: Ordered key path used to extract the document content.
+
+    Returns:
+        The extracted content value.
+
+    Raises:
+        ValueError: If a key in `content_key` is missing, or a value along the path
+            (including `inputs` itself) is not a mapping.
+    """
+    content = inputs
+    full_path = ".".join(content_key)
+
+    for i, key in enumerate(content_key):
+        current_path = ".".join(content_key[:i]) or "<root>"
+        if not isinstance(content, Mapping):
+            msg = (
+                f"Could not resolve content_key {full_path!r}: expected a mapping at "
+                f"{current_path!r}, but found {type(content).__name__}."
+            )
+            # A too-deep `content_key` is an invalid-argument error, not a runtime
+            # type bug, so it is unified with the missing-key case as `ValueError`.
+            raise ValueError(msg)  # noqa: TRY004
+        if key not in content:
+            msg = (
+                f"Could not resolve content_key {full_path!r}: missing key {key!r} "
+                f"under {current_path!r}."
+            )
+            raise ValueError(msg)
+        content = content[key]
+
+    return content
+
+
 def _stringify(x: str | dict[str, Any]) -> str:
     if isinstance(x, str):
         return x
diff --git a/libs/core/tests/unit_tests/document_loaders/test_langsmith.py b/libs/core/tests/unit_tests/document_loaders/test_langsmith.py
index 6de3c67d39a..52e1c8dc8f7 100644
--- a/libs/core/tests/unit_tests/document_loaders/test_langsmith.py
+++ b/libs/core/tests/unit_tests/document_loaders/test_langsmith.py
@@ -1,11 +1,14 @@
 import datetime
+import json
 import uuid
+from typing import Any
 from unittest.mock import MagicMock, patch
 
 import pytest
 from langsmith.schemas import Example
 
 from langchain_core.document_loaders import LangSmithLoader
+from langchain_core.document_loaders.langsmith import _get_content_from_inputs
 from langchain_core.documents import Document
 from langchain_core.tracers._compat import pydantic_to_dict
 
@@ -14,10 +17,20 @@ def test_init() -> None:
     LangSmithLoader(api_key="secret")
 
 
-def test_init_client_and_client_kwargs_conflict() -> None:
-    """Passing both `client` and `client_kwargs` should raise."""
-    with pytest.raises(ValueError, match="Only one of 'client' and 'client_kwargs'"):
-        LangSmithLoader(client=MagicMock(), api_key="secret")
+def test_init_with_client_and_client_kwargs_raises() -> None:
+    client = MagicMock()
+
+    with pytest.raises(ValueError, match="Received both `client` and `client_kwargs`"):
+        LangSmithLoader(client=client, api_key="secret")
+
+
+def test_init_with_client_only() -> None:
+    """A bare `client` (no `client_kwargs`) should be accepted."""
+    client = MagicMock()
+
+    loader = LangSmithLoader(client=client)
+
+    assert loader._client is client
 
 
 EXAMPLES = [
@@ -67,3 +80,79 @@ def test_lazy_load() -> None:
         )
     actual = list(loader.lazy_load())
     assert expected == actual
+
+
+@patch("langsmith.Client.list_examples", MagicMock(return_value=iter(EXAMPLES[:1])))
+def test_lazy_load_with_empty_content_key_returns_whole_inputs() -> None:
+    """An empty `content_key` (the default) yields the full inputs payload."""
+    loader = LangSmithLoader(api_key="dummy", dataset_id="mock")
+
+    docs = list(loader.lazy_load())
+
+    assert len(docs) == 1
+    assert docs[0].page_content == json.dumps({"first": {"second": "foo"}}, indent=2)
+
+
+@patch("langsmith.Client.list_examples", MagicMock(return_value=iter(EXAMPLES[:1])))
+def test_lazy_load_with_missing_content_key_raises() -> None:
+    loader = LangSmithLoader(
+        api_key="dummy",
+        dataset_id="mock",
+        content_key="first.third",
+    )
+
+    with pytest.raises(
+        ValueError,
+        match=r"Could not resolve content_key 'first\.third': "
+        r"missing key 'third' under 'first'",
+    ):
+        list(loader.lazy_load())
+
+
+@pytest.mark.parametrize(
+    ("inputs", "content_key", "expected"),
+    [
+        # Empty key path (the default) returns the whole payload.
+        ({"first": {"second": "foo"}}, [], {"first": {"second": "foo"}}),
+        # Partial path resolves to an intermediate mapping.
+        ({"first": {"second": "foo"}}, ["first"], {"second": "foo"}),
+        # Full path resolves to a leaf value.
+        ({"first": {"second": "foo"}}, ["first", "second"], "foo"),
+    ],
+)
+def test_get_content_from_inputs_resolves_path(
+    inputs: Any, content_key: list[str], expected: Any
+) -> None:
+    assert _get_content_from_inputs(inputs, content_key) == expected
+
+
+@pytest.mark.parametrize(
+    ("inputs", "content_key", "match"),
+    [
+        # Missing key at the root level reports the "<root>" context.
+        (
+            {"first": {"second": "foo"}},
+            ["missing"],
+            r"missing key 'missing' under '<root>'",
+        ),
+        # Missing key nested under an existing mapping.
+        (
+            {"first": {"second": "foo"}},
+            ["first", "third"],
+            r"missing key 'third' under 'first'",
+        ),
+        # Path traverses past a leaf value that is not a mapping.
+        (
+            {"first": {"second": "foo"}},
+            ["first", "second", "third"],
+            r"expected a mapping at 'first\.second', but found str",
+        ),
+        # The root inputs payload itself is not a mapping.
+        (None, ["first"], r"expected a mapping at '<root>', but found NoneType"),
+    ],
+)
+def test_get_content_from_inputs_raises(
+    inputs: Any, content_key: list[str], match: str
+) -> None:
+    with pytest.raises(ValueError, match=match):
+        _get_content_from_inputs(inputs, content_key)