diff --git a/bigframes/exceptions.py b/bigframes/exceptions.py
index 00abb887b0..462bdf2bdd 100644
--- a/bigframes/exceptions.py
+++ b/bigframes/exceptions.py
@@ -69,3 +69,7 @@ class AmbiguousWindowWarning(Warning):
 
 class UnknownDataTypeWarning(Warning):
     """Data type is unknown."""
+
+
+class ApiDeprecationWarning(FutureWarning):
+    """The API has been deprecated."""
diff --git a/bigframes/ml/llm.py b/bigframes/ml/llm.py
index 53a9d40c6e..5fd713e465 100644
--- a/bigframes/ml/llm.py
+++ b/bigframes/ml/llm.py
@@ -21,9 +21,10 @@
 
 import bigframes_vendored.constants as constants
 from google.cloud import bigquery
+import typing_extensions
 
 import bigframes
-from bigframes import clients
+from bigframes import clients, exceptions
 from bigframes.core import blocks, log_adapter
 from bigframes.ml import base, core, globals, utils
 import bigframes.pandas as bpd
@@ -407,12 +408,16 @@ def to_gbq(self, model_name: str, replace: bool = False) -> PaLM2TextGenerator:
         return new_model.session.read_gbq_model(model_name)
 
 
+@typing_extensions.deprecated(
+    "PaLM2TextEmbeddingGenerator has been deprecated. Use TextEmbeddingGenerator(https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.llm.TextEmbeddingGenerator) instead. ",
+    category=exceptions.ApiDeprecationWarning,
+)
 @log_adapter.class_logger
 class PaLM2TextEmbeddingGenerator(base.BaseEstimator):
     """PaLM2 text embedding generator LLM model.
 
     .. note::
-        Models in this class are outdated and going to be deprecated. To use the most updated text embedding models, go to the TextEmbeddingGenerator class.
+        PaLM2TextEmbeddingGenerator has been deprecated. Use TextEmbeddingGenerator(https://cloud.google.com/python/docs/reference/bigframes/latest/bigframes.ml.llm.TextEmbeddingGenerator) instead.
 
 
     Args:
diff --git a/tests/system/small/ml/test_llm.py b/tests/system/small/ml/test_llm.py
index 3093a36534..f05efecfdd 100644
--- a/tests/system/small/ml/test_llm.py
+++ b/tests/system/small/ml/test_llm.py
@@ -14,6 +14,7 @@
 
 import pytest
 
+from bigframes import exceptions
 from bigframes.ml import llm
 from tests.system import utils
 
@@ -383,3 +384,11 @@ def test_llm_gemini_pro_score_params(llm_fine_tune_df_default_index):
         ],
         index=6,
     )
+
+
+def test_palm2_text_embedding_deprecated():
+    with pytest.warns(exceptions.ApiDeprecationWarning):
+        try:
+            llm.PaLM2TextEmbeddingGenerator()
+        except (Exception):
+            pass