diff --git a/providers/common/ai/docs/operators/llm.rst b/providers/common/ai/docs/operators/llm.rst
index 426a2573206fc..893cef05fa04a 100644
--- a/providers/common/ai/docs/operators/llm.rst
+++ b/providers/common/ai/docs/operators/llm.rst
@@ -198,7 +198,11 @@ Set ``require_approval=True`` to pause the task after the LLM generates its
 output and wait for a human reviewer to approve or reject it via the Airflow
 HITL interface.  Optionally allow the reviewer to edit the output before
 approving with ``allow_modifications=True``, and set a deadline with
-``approval_timeout``:
+``approval_timeout``.
+
+When ``approval_timeout`` expires without a review, the task fails by default.
+Set ``on_approval_timeout="approve"`` or ``"reject"`` to answer the review with
+that option instead, so an unattended pipeline keeps moving:
 
 .. exampleinclude:: /../../ai/src/airflow/providers/common/ai/example_dags/example_llm.py
     :language: python
@@ -223,6 +227,9 @@ Parameters
   for human review.  Default ``False``.
 - ``approval_timeout``: Maximum time to wait for a review (``timedelta``).  ``None``
   means wait indefinitely.  Default ``None``.
+- ``on_approval_timeout``: Outcome when ``approval_timeout`` expires without a
+  review: ``"fail"`` (default), ``"approve"``, or ``"reject"``.  Requires
+  ``approval_timeout``.
 - ``allow_modifications``: If ``True``, the reviewer can edit the output before
   approving.  Default ``False``.
 
diff --git a/providers/common/ai/docs/operators/llm_branch.rst b/providers/common/ai/docs/operators/llm_branch.rst
index 1ef8c557abcf2..5d4945c730d61 100644
--- a/providers/common/ai/docs/operators/llm_branch.rst
+++ b/providers/common/ai/docs/operators/llm_branch.rst
@@ -99,15 +99,17 @@ teardown carve-out applies only to rejection: approving branches as usual,
 so a teardown that is not among the chosen branch(es) is skipped like any
 other unselected downstream task. Set ``fail_on_reject=True`` to fail the
 task on rejection instead (generally discouraged). Letting
-``approval_timeout`` expire fails the task (``HITLTimeoutError``).
+``approval_timeout`` expire fails the task (``HITLTimeoutError``) unless
+``on_approval_timeout`` answers the review for you; a timeout-driven
+rejection then skips downstream like any other rejection.
 
 ``require_approval=True`` requires a string prompt: a decorated callable
 returning a ``Sequence[UserContent]`` raises ``TypeError`` before the LLM
 call.
 
 Apart from ``fail_on_reject``, which is specific to this operator,
-``approval_timeout`` and the rest of the approval behaviour are inherited
-from :ref:`LLMOperator <howto/operator:llm>`.
+``approval_timeout``, ``on_approval_timeout``, and the rest of the approval
+behaviour are inherited from :ref:`LLMOperator <howto/operator:llm>`.
 
 How It Works
 ------------
@@ -137,6 +139,9 @@ Parameters
   branch(es) and waits for human review before branching.  Default ``False``.
 - ``approval_timeout``: Maximum time to wait for a review (``timedelta``).  ``None``
   means wait indefinitely.  Default ``None``.
+- ``on_approval_timeout``: Outcome when ``approval_timeout`` expires without a
+  review: ``"fail"`` (default), ``"approve"``, or ``"reject"``.  Requires
+  ``approval_timeout``.
 - ``allow_modifications``: If ``True``, the reviewer can change the chosen
   branch(es) before approving.  Default ``False``.
 - ``fail_on_reject``: If ``True``, a rejected review fails the task instead of
diff --git a/providers/common/ai/docs/operators/llm_file_analysis.rst b/providers/common/ai/docs/operators/llm_file_analysis.rst
index ac688ebfaf415..dc65e31bde069 100644
--- a/providers/common/ai/docs/operators/llm_file_analysis.rst
+++ b/providers/common/ai/docs/operators/llm_file_analysis.rst
@@ -159,8 +159,8 @@ Parameters
   downstream consumer needs the dict shape.
 
 This operator also inherits ``LLMOperator``'s HITL review parameters --
-``require_approval``, ``approval_timeout``, and ``allow_modifications`` -- see
-:doc:`llm` for details.
+``require_approval``, ``approval_timeout``, ``on_approval_timeout``, and
+``allow_modifications`` -- see :doc:`llm` for details.
 
 Supported Formats
 -----------------
diff --git a/providers/common/ai/docs/operators/llm_schema_compare.rst b/providers/common/ai/docs/operators/llm_schema_compare.rst
index 768d96280be55..e452bcf075608 100644
--- a/providers/common/ai/docs/operators/llm_schema_compare.rst
+++ b/providers/common/ai/docs/operators/llm_schema_compare.rst
@@ -121,7 +121,7 @@ Set ``require_approval=True`` to pause the task after the comparison and wait
 for a human reviewer to approve the result before it is returned. The review
 body shows the compatibility verdict, a mismatch severity summary, and the
 full result JSON. Rejecting the review, or letting ``approval_timeout``
-expire, fails the task:
+expire with the default ``on_approval_timeout="fail"``, fails the task:
 
 .. exampleinclude:: /../../ai/src/airflow/providers/common/ai/example_dags/example_llm_schema_compare.py
     :language: python
@@ -132,8 +132,9 @@ expire, fails the task:
 returning a ``Sequence[UserContent]`` raises ``TypeError`` before the LLM
 call.
 
-``approval_timeout``, ``allow_modifications``, and the rest of the approval
-behaviour are inherited from :ref:`LLMOperator <howto/operator:llm>`.
+``approval_timeout``, ``on_approval_timeout``, ``allow_modifications``, and
+the rest of the approval behaviour are inherited from
+:ref:`LLMOperator <howto/operator:llm>`.
 
 Conditional ETL Based on Schema Compatibility
 ----------------------------------------------
@@ -191,6 +192,9 @@ Parameters
   waits for human review before returning the result.  Default ``False``.
 - ``approval_timeout``: Maximum time to wait for a review (``timedelta``).  ``None``
   means wait indefinitely.  Default ``None``.
+- ``on_approval_timeout``: Outcome when ``approval_timeout`` expires without a
+  review: ``"fail"`` (default), ``"approve"``, or ``"reject"``.  Requires
+  ``approval_timeout``.
 - ``allow_modifications``: If ``True``, the reviewer can edit the result JSON
   before approving.  Default ``False``.
 
diff --git a/providers/common/ai/src/airflow/providers/common/ai/example_dags/example_llm.py b/providers/common/ai/src/airflow/providers/common/ai/example_dags/example_llm.py
index 545a138e9df9f..54a4542acd7f7 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/example_dags/example_llm.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/example_dags/example_llm.py
@@ -159,6 +159,7 @@ def example_llm_operator_approval():
         system_prompt="You are a financial analyst. Be concise and accurate.",
         require_approval=True,
         approval_timeout=timedelta(hours=24),
+        on_approval_timeout="reject",
         allow_modifications=True,
     )
 
diff --git a/providers/common/ai/src/airflow/providers/common/ai/mixins/approval.py b/providers/common/ai/src/airflow/providers/common/ai/mixins/approval.py
index cccff32bfd150..04efbc9d8e388 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/mixins/approval.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/mixins/approval.py
@@ -20,7 +20,7 @@
 import json
 import logging
 from datetime import timedelta
-from typing import TYPE_CHECKING, Any, Protocol
+from typing import TYPE_CHECKING, Any, ClassVar, Protocol
 
 from pydantic import BaseModel, TypeAdapter
 
@@ -42,6 +42,7 @@ class DeferForApprovalProtocol(Protocol):
 
     approval_timeout: timedelta | None
     allow_modifications: bool
+    on_approval_timeout: str
     prompt: str
     task_id: str
     defer: Any
@@ -62,16 +63,23 @@ class LLMApprovalMixin:
     before approving.  The (possibly modified) output is then returned as the
     task result.
 
+    ``on_approval_timeout`` decides what happens when ``approval_timeout``
+    expires without a response: ``"fail"`` raises ``HITLTimeoutError``, while
+    ``"approve"`` and ``"reject"`` answer the review with that option so the
+    task resumes as if a reviewer had chosen it.
+
     Operators that use this mixin must set the following attributes:
 
     - ``require_approval`` (``bool``)
     - ``allow_modifications`` (``bool``)
     - ``approval_timeout`` (``timedelta | None``)
+    - ``on_approval_timeout`` (``str``)
     - ``prompt`` (``str``)
     """
 
     APPROVE = "Approve"
     REJECT = "Reject"
+    TIMEOUT_DEFAULTS: ClassVar[dict[str, list[str]]] = {"approve": [APPROVE], "reject": [REJECT]}
 
     def validate_approval_prompt(self: DeferForApprovalProtocol) -> None:
         """Fail fast when the prompt cannot be rendered as text in the approval review body."""
@@ -99,7 +107,8 @@ def defer_for_approval(
 
         On Airflow 3.3+ the task parks in the ``awaiting_input`` state (no trigger or triggerer
         involved); on older versions it defers to :class:`HITLTrigger`. Either way it resumes in
-        ``execute_complete`` once a response (or timeout default) arrives.
+        ``execute_complete`` once a response (or timeout default) arrives. ``on_approval_timeout``
+        supplies that timeout default; ``"fail"`` supplies none, so the review times out as an error.
 
         :param context: Airflow task context.
         :param output: The generated output to present for review.
@@ -130,6 +139,7 @@ def defer_for_approval(
             output = TypeAdapter(type(output)).dump_json(output).decode()
 
         ti_id = context["task_instance"].id
+        timeout_defaults = LLMApprovalMixin.TIMEOUT_DEFAULTS.get(self.on_approval_timeout)
 
         if subject is None:
             subject = f"Review output for task `{self.task_id}`"
@@ -160,7 +170,7 @@ def defer_for_approval(
             options=[LLMApprovalMixin.APPROVE, LLMApprovalMixin.REJECT],
             subject=subject,
             body=body,
-            defaults=None,
+            defaults=timeout_defaults,
             multiple=False,
             params=hitl_params,
         )
@@ -179,7 +189,7 @@ def defer_for_approval(
             trigger=HITLTrigger(
                 ti_id=ti_id,
                 options=[LLMApprovalMixin.APPROVE, LLMApprovalMixin.REJECT],
-                defaults=None,
+                defaults=timeout_defaults,
                 params=hitl_params,
                 multiple=False,
                 timeout_datetime=utcnow() + self.approval_timeout if self.approval_timeout else None,
@@ -199,8 +209,9 @@ def execute_complete(self, context: Context, generated_output: str, event: dict[
         :param context: Airflow task context.
         :param generated_output: The output that was deferred for review.
         :param event: Trigger event payload containing ``chosen_options``,
-            ``params_input``, and ``responded_by_user``.
-        :raises HITLRejectException: If the reviewer rejected the output.
+            ``params_input``, ``responded_by_user``, and ``timedout``.
+        :raises HITLRejectException: If the reviewer, or the
+            ``on_approval_timeout="reject"`` default, rejected the output.
         :raises HITLTriggerEventError: If the trigger reported an error.
         :raises HITLTimeoutError: If the approval timed out.
         """
@@ -219,6 +230,8 @@ def execute_complete(self, context: Context, generated_output: str, event: dict[
         responded_by_user = event.get("responded_by_user")
         chosen = event["chosen_options"]
         if self.APPROVE not in chosen:
+            if event.get("timedout"):
+                raise HITLRejectException("Output was rejected by the approval timeout default.")
             raise HITLRejectException(f"Output was rejected by the reviewer {responded_by_user}.")
 
         output = generated_output
diff --git a/providers/common/ai/src/airflow/providers/common/ai/operators/llm.py b/providers/common/ai/src/airflow/providers/common/ai/operators/llm.py
index 36cd616c1b386..00b86ea57e9da 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/operators/llm.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/operators/llm.py
@@ -21,7 +21,7 @@
 from collections.abc import Sequence
 from datetime import timedelta
 from functools import cached_property
-from typing import TYPE_CHECKING, Any, ClassVar
+from typing import TYPE_CHECKING, Any, ClassVar, Literal
 
 from pydantic import BaseModel
 
@@ -84,7 +84,12 @@ class LLMOperator(BaseOperator, LLMApprovalMixin):
         output and waits for a human reviewer to approve or reject via the
         HITL interface.  Default ``False``.
     :param approval_timeout: Maximum time to wait for a review.  When
-        exceeded, the task fails with ``TimeoutError``.
+        exceeded, ``on_approval_timeout`` decides the outcome.
+    :param on_approval_timeout: What to do when ``approval_timeout`` expires
+        without a review.  ``"fail"`` (default) fails the task with
+        ``HITLTimeoutError``; ``"approve"`` and ``"reject"`` answer the review
+        with that option, so the task resumes as if a reviewer had chosen it.
+        Requires ``approval_timeout`` to be set.
     :param allow_modifications: If ``True``, the reviewer can edit the output
         before approving.  The modified value is returned as the task result.
         Default ``False``.
@@ -118,6 +123,7 @@ def __init__(
         usage_limits: UsageLimits | None = None,
         require_approval: bool = False,
         approval_timeout: timedelta | None = None,
+        on_approval_timeout: Literal["fail", "approve", "reject"] = "fail",
         allow_modifications: bool = False,
         serialize_output: bool = False,
         **kwargs: Any,
@@ -135,8 +141,18 @@ def __init__(
         self._serialize_model_output = serialize_output or not _CORE_WALKER
         self.agent_params = agent_params or {}
         self.usage_limits = usage_limits
+        if on_approval_timeout not in ("fail", *LLMApprovalMixin.TIMEOUT_DEFAULTS):
+            raise ValueError(
+                f"on_approval_timeout must be 'fail', 'approve', or 'reject', got {on_approval_timeout!r}."
+            )
+        if on_approval_timeout != "fail" and approval_timeout is None:
+            raise ValueError(
+                f"on_approval_timeout={on_approval_timeout!r} has no effect without approval_timeout. "
+                "Set approval_timeout, or leave on_approval_timeout as 'fail'."
+            )
         self.require_approval = require_approval
         self.approval_timeout = approval_timeout
+        self.on_approval_timeout = on_approval_timeout
         self.allow_modifications = allow_modifications
 
     @cached_property
diff --git a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_branch.py b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_branch.py
index 5de42fb2db666..d69539fb31e4e 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_branch.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_branch.py
@@ -56,7 +56,8 @@ class LLMBranchOperator(LLMOperator, BranchMixIn):
 
     Human-in-the-Loop approval parameters are inherited from
     :class:`~airflow.providers.common.ai.operators.llm.LLMOperator`
-    (``require_approval``, ``approval_timeout``, ``allow_modifications``).
+    (``require_approval``, ``approval_timeout``, ``on_approval_timeout``,
+    ``allow_modifications``).
     The task pauses after the LLM chooses the branch(es) and only skips the
     unselected downstream tasks once a reviewer approves. Rejecting the
     review skips the direct downstream tasks except teardowns, matching
diff --git a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_file_analysis.py b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_file_analysis.py
index 7b757ba22caf7..501b6754ce095 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_file_analysis.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_file_analysis.py
@@ -71,7 +71,8 @@ class LLMFileAnalysisOperator(LLMOperator):
 
     Human-in-the-Loop approval parameters are inherited from
     :class:`~airflow.providers.common.ai.operators.llm.LLMOperator`
-    (``require_approval``, ``approval_timeout``, ``allow_modifications``).
+    (``require_approval``, ``approval_timeout``, ``on_approval_timeout``,
+    ``allow_modifications``).
     The task pauses after the file analysis and only returns the result once a
     reviewer approves.
     """
diff --git a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_schema_compare.py b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_schema_compare.py
index 7992419296fa2..dbbb98adc1479 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_schema_compare.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_schema_compare.py
@@ -110,7 +110,8 @@ class LLMSchemaCompareOperator(LLMOperator):
 
     Human-in-the-Loop approval parameters are inherited from
     :class:`~airflow.providers.common.ai.operators.llm.LLMOperator`
-    (``require_approval``, ``approval_timeout``, ``allow_modifications``).
+    (``require_approval``, ``approval_timeout``, ``on_approval_timeout``,
+    ``allow_modifications``).
     The task pauses after the comparison and only returns the result once a
     reviewer approves. The review body shows the compatibility verdict, a
     mismatch severity summary, and the full result JSON.
diff --git a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_sql.py b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_sql.py
index 262d52ff8d0f4..66399b07b1b18 100644
--- a/providers/common/ai/src/airflow/providers/common/ai/operators/llm_sql.py
+++ b/providers/common/ai/src/airflow/providers/common/ai/operators/llm_sql.py
@@ -83,7 +83,8 @@ class LLMSQLQueryOperator(LLMOperator):
 
     Human-in-the-Loop approval parameters are inherited from
     :class:`~airflow.providers.common.ai.operators.llm.LLMOperator`
-    (``require_approval``, ``approval_timeout``, ``allow_modifications``).
+    (``require_approval``, ``approval_timeout``, ``on_approval_timeout``,
+    ``allow_modifications``).
     When ``allow_modifications=True`` and the reviewer edits the SQL, the
     modified query is re-validated against the same safety rules before being
     returned.
diff --git a/providers/common/ai/tests/unit/common/ai/mixins/test_approval.py b/providers/common/ai/tests/unit/common/ai/mixins/test_approval.py
index ace3ce7d3d98e..302571309233a 100644
--- a/providers/common/ai/tests/unit/common/ai/mixins/test_approval.py
+++ b/providers/common/ai/tests/unit/common/ai/mixins/test_approval.py
@@ -52,11 +52,13 @@ def __init__(
         prompt: str = "Summarize this",
         task_id: str = "test_task",
         approval_timeout: timedelta | None = None,
+        on_approval_timeout: str = "fail",
         allow_modifications: bool = False,
     ):
         self.prompt = prompt
         self.task_id = task_id
         self.approval_timeout = approval_timeout
+        self.on_approval_timeout = on_approval_timeout
         self.allow_modifications = allow_modifications
 
         self.defer = MagicMock()
@@ -206,6 +208,22 @@ def test_timeout_sets_timeout_datetime(self, mock_upsert, mock_trigger_cls, mock
         defer_kwargs = op.defer.call_args[1]
         assert defer_kwargs["timeout"] == timeout
 
+    @pytest.mark.parametrize(
+        ("on_approval_timeout", "expected_defaults"),
+        [("fail", None), ("approve", ["Approve"]), ("reject", ["Reject"])],
+    )
+    @patch(HITL_TRIGGER_PATH, autospec=True)
+    @patch(UPSERT_HITL_PATH)
+    def test_on_approval_timeout_sets_hitl_defaults(
+        self, mock_upsert, mock_trigger_cls, context, on_approval_timeout, expected_defaults
+    ):
+        op = FakeOperator(approval_timeout=timedelta(hours=1), on_approval_timeout=on_approval_timeout)
+
+        op.defer_for_approval(context, "output")
+
+        assert mock_upsert.call_args[1]["defaults"] == expected_defaults
+        assert mock_trigger_cls.call_args[1]["defaults"] == expected_defaults
+
     @patch(HITL_TRIGGER_PATH, autospec=True)
     @patch(UPSERT_HITL_PATH)
     def test_no_timeout_passes_none(self, mock_upsert, mock_trigger_cls, approval_op, context):
@@ -420,6 +438,12 @@ def test_event_missing_responded_by_user(self, approval_op):
 
         assert result == "output"
 
+    def test_timed_out_rejection_names_the_timeout_default(self, approval_op):
+        event = {"chosen_options": ["Reject"], "responded_by_user": None, "timedout": True}
+
+        with pytest.raises(HITLRejectException, match="Output was rejected by the approval timeout default."):
+            approval_op.execute_complete({}, generated_output="output", event=event)
+
     def test_rejection_message_includes_username(self, approval_op):
         event = {"chosen_options": ["Reject"], "responded_by_user": "alice"}
 
@@ -453,6 +477,21 @@ def test_approval_timeout_carried_on_await(self, mock_upsert, context):
 
         assert exc_info.value.timeout == timeout
 
+    @pytest.mark.parametrize(
+        ("on_approval_timeout", "expected_defaults"),
+        [("fail", None), ("approve", ["Approve"]), ("reject", ["Reject"])],
+    )
+    @patch(UPSERT_HITL_PATH)
+    def test_on_approval_timeout_sets_hitl_defaults_on_await(
+        self, mock_upsert, context, on_approval_timeout, expected_defaults
+    ):
+        op = FakeOperator(approval_timeout=timedelta(hours=1), on_approval_timeout=on_approval_timeout)
+
+        with pytest.raises(TaskAwaitingInput):
+            op.defer_for_approval(context, "output")
+
+        assert mock_upsert.call_args[1]["defaults"] == expected_defaults
+
     @patch(UPSERT_HITL_PATH)
     def test_pydantic_output_stringified_on_await(self, mock_upsert, approval_op, context):
         class Answer(BaseModel):
diff --git a/providers/common/ai/tests/unit/common/ai/operators/test_llm.py b/providers/common/ai/tests/unit/common/ai/operators/test_llm.py
index e2004b4031c32..7f1a708121d30 100644
--- a/providers/common/ai/tests/unit/common/ai/operators/test_llm.py
+++ b/providers/common/ai/tests/unit/common/ai/operators/test_llm.py
@@ -193,6 +193,21 @@ def test_default_approval_flags(self):
         assert op.require_approval is False
         assert op.allow_modifications is False
         assert op.approval_timeout is None
+        assert op.on_approval_timeout == "fail"
+
+    def test_unknown_on_approval_timeout_raises(self):
+        with pytest.raises(ValueError, match="on_approval_timeout must be"):
+            LLMOperator(
+                task_id="t",
+                prompt="p",
+                llm_conn_id="c",
+                approval_timeout=timedelta(hours=1),
+                on_approval_timeout="skip",
+            )
+
+    def test_on_approval_timeout_without_approval_timeout_raises(self):
+        with pytest.raises(ValueError, match="has no effect without approval_timeout"):
+            LLMOperator(task_id="t", prompt="p", llm_conn_id="c", on_approval_timeout="approve")
 
     @patch("airflow.providers.standard.triggers.hitl.HITLTrigger", autospec=True)
     @patch("airflow.sdk.execution_time.hitl.upsert_hitl_detail")