diff --git a/backends/test/suite/reporting.py b/backends/test/suite/reporting.py
index f4a1f9a653e..ce8a48dcc12 100644
--- a/backends/test/suite/reporting.py
+++ b/backends/test/suite/reporting.py
@@ -207,6 +207,8 @@ def is_delegated(self):
 
 @dataclass
 class TestSessionState:
+    seed: int
+
     # True if the CSV header has been written to report__path.
     has_written_report_header: bool = False
 
@@ -291,11 +293,17 @@ def count_ops(program: dict[str, ExportedProgram] | ExportedProgram) -> Counter:
         )
 
 
-def begin_test_session(report_path: str | None):
+def begin_test_session(report_path: str | None, seed: int):
     global _active_session
 
     assert _active_session is None, "A test session is already active."
-    _active_session = TestSessionState(report_path=report_path)
+    _active_session = TestSessionState(report_path=report_path, seed=seed)
+
+
+def get_active_test_session() -> TestSessionState | None:
+    global _active_session
+
+    return _active_session
 
 
 def log_test_summary(summary: TestCaseSummary):
diff --git a/backends/test/suite/runner.py b/backends/test/suite/runner.py
index eea1ce6b404..6caf27afe92 100644
--- a/backends/test/suite/runner.py
+++ b/backends/test/suite/runner.py
@@ -1,5 +1,7 @@
 import argparse
+import hashlib
 import importlib
+import random
 import re
 import time
 import unittest
@@ -26,6 +28,7 @@
     begin_test_session,
     complete_test_session,
     count_ops,
+    get_active_test_session,
     RunSummary,
     TestCaseSummary,
     TestResult,
@@ -40,6 +43,25 @@
 }
 
 
+def _get_test_seed(test_base_name: str) -> int:
+    # Set the seed based on the test base name to give consistent inputs between backends. Add the
+    # run seed to allow for reproducible results, but still allow for run-to-run variation.
+    # Having a stable hash between runs and across machines is a plus (builtin python hash is not).
+    # Using MD5 here because it's fast and we don't actually care about cryptographic properties.
+    test_session = get_active_test_session()
+    run_seed = (
+        test_session.seed
+        if test_session is not None
+        else random.randint(0, 100_000_000)
+    )
+
+    hasher = hashlib.md5()
+    data = test_base_name.encode("utf-8")
+    hasher.update(data)
+    # Torch doesn't like very long seeds.
+    return (int.from_bytes(hasher.digest(), "little") % 100_000_000) + run_seed
+
+
 def run_test(  # noqa: C901
     model: torch.nn.Module,
     inputs: Any,
@@ -59,6 +81,8 @@ def run_test(  # noqa: C901
     error_statistics: list[ErrorStatistics] = []
     extra_stats = {}
 
+    torch.manual_seed(_get_test_seed(test_base_name))
+
     # Helper method to construct the summary.
     def build_result(
         result: TestResult, error: Exception | None = None
@@ -237,6 +261,12 @@ def parse_args():
         help="A file to write the test report to, in CSV format.",
         default="backend_test_report.csv",
     )
+    parser.add_argument(
+        "--seed",
+        nargs="?",
+        help="The numeric seed value to use for random generation.",
+        type=int,
+    )
     return parser.parse_args()
 
 
@@ -254,7 +284,10 @@ def runner_main():
     # lot of log spam. We don't really need the warning here.
     warnings.simplefilter("ignore", category=FutureWarning)
 
-    begin_test_session(args.report)
+    seed = args.seed or random.randint(0, 100_000_000)
+    print(f"Running with seed {seed}.")
+
+    begin_test_session(args.report, seed=seed)
 
     if len(args.suite) > 1:
         raise NotImplementedError("TODO Support multiple suites.")
diff --git a/backends/test/suite/tests/test_reporting.py b/backends/test/suite/tests/test_reporting.py
index a6f2ca60bdd..58ff76cba17 100644
--- a/backends/test/suite/tests/test_reporting.py
+++ b/backends/test/suite/tests/test_reporting.py
@@ -69,7 +69,7 @@
 class Reporting(unittest.TestCase):
     def test_csv_report_simple(self):
         # Verify the format of a simple CSV run report.
-        session_state = TestSessionState()
+        session_state = TestSessionState(seed=0)
         session_state.test_case_summaries.extend(TEST_CASE_SUMMARIES)
         run_summary = RunSummary.from_session(session_state)