diff --git a/src/c++/perf_analyzer/genai-pa/genai_pa/parser.py b/src/c++/perf_analyzer/genai-pa/genai_pa/parser.py
index 76cf3f459..d4e0497b7 100644
--- a/src/c++/perf_analyzer/genai-pa/genai_pa/parser.py
+++ b/src/c++/perf_analyzer/genai-pa/genai_pa/parser.py
@@ -37,7 +37,6 @@ def prune_args(args: argparse.ArgumentParser) -> argparse.ArgumentParser:
     """
     Prune the parsed arguments to remove args with None or False values.
     """
-    print(args)
     return argparse.Namespace(
         **{k: v for k, v in vars(args).items() if v is not None if v is not False}
     )
diff --git a/src/c++/perf_analyzer/genai-pa/pyproject.toml b/src/c++/perf_analyzer/genai-pa/pyproject.toml
index f6bfc850c..9e707fa1f 100644
--- a/src/c++/perf_analyzer/genai-pa/pyproject.toml
+++ b/src/c++/perf_analyzer/genai-pa/pyproject.toml
@@ -47,6 +47,7 @@ keywords = []
 requires-python = ">=3.8,<4"
 dependencies = [
   "numpy",
+  "pytest",
   "rich"
 ]
 
diff --git a/src/c++/perf_analyzer/genai-pa/tests/test_cli.py b/src/c++/perf_analyzer/genai-pa/tests/test_cli.py
index cddbb70f9..bc103acd4 100644
--- a/src/c++/perf_analyzer/genai-pa/tests/test_cli.py
+++ b/src/c++/perf_analyzer/genai-pa/tests/test_cli.py
@@ -24,14 +24,70 @@
 # (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
 # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
 
+from pathlib import Path
+
 import pytest
-from genai_pa.main import run
+from genai_pa import parser
+
+
+class TestCLIArguments:
+    @pytest.mark.parametrize(
+        "arg, expected_output",
+        [
+            (["-h"], "CLI to profile LLMs and Generative AI models with Perf Analyzer"),
+            (
+                ["--help"],
+                "CLI to profile LLMs and Generative AI models with Perf Analyzer",
+            ),
+        ],
+    )
+    def test_help_arguments_output_and_exit(self, arg, expected_output, capsys):
+        with pytest.raises(SystemExit) as excinfo:
+            _ = parser.parse_args(arg)
+
+        # Check that the exit was successful
+        assert excinfo.value.code == 0
+
+        # Capture that the correct message was displayed
+        captured = capsys.readouterr()
+        assert expected_output in captured.out
+
+    @pytest.mark.parametrize(
+        "arg, expected_attributes",
+        [
+            (["-b", "2"], {"batch_size": 2}),
+            (["--batch-size", "2"], {"batch_size": 2}),
+            (["--concurrency", "3"], {"concurrency_range": "3"}),
+            (["--max-threads", "4"], {"max_threads": 4}),
+            (
+                ["--profile-export-file", "text.txt"],
+                {"profile_export_file": Path("text.txt")},
+            ),
+            (["--request-rate", "1.5"], {"request_rate_range": "1.5"}),
+            (["--service-kind", "triton"], {"service_kind": "triton"}),
+            (["--service-kind", "openai"], {"service_kind": "openai"}),
+            # TODO: Remove streaming from implementation. It is invalid with HTTP.
+            # (["--streaming"], {"streaming": True}),
+            (["--version"], {"version": True}),
+            (["-u", "test_url"], {"u": "test_url"}),
+            (["--url", "test_url"], {"u": "test_url"}),
+        ],
+    )
+    def test_arguments_output(self, arg, expected_attributes, capsys):
+        combined_args = ["--model", "test_model"] + arg
+        args = parser.parse_args(combined_args)
+
+        # Check that the attributes are set correctly
+        for key, value in expected_attributes.items():
+            assert getattr(args, key) == value
+
+        # Check that nothing was printed as a byproduct of parsing the arguments
+        captured = capsys.readouterr()
+        assert captured.out == ""
 
+    def test_arguments_model_not_provided(self):
+        with pytest.raises(SystemExit) as exc_info:
+            _ = parser.parse_args()
 
-# NOTE: Placeholder
-class TestHelp:
-    @pytest.mark.parametrize("arg", ["-h", "--help"])
-    def test_help(self, arg):
-        args = [arg]
-        with pytest.raises(SystemExit):
-            run(args)
+        # Check that the exit was unsuccessful
+        assert exc_info.value.code != 0