diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index 9476c183a..b59b71394 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -23,7 +23,7 @@ jobs:
       - name: Install dependencies
         run: poetry install
       - name: Lint with pylint
-        run: poetry run pylint $(git ls-files '*.py')
+        run: poetry run pylint pandasai examples
         continue-on-error: true
-      # - name: Test with pytest
-      #   run: poetry run pytest
+      - name: Test with pytest
+        run: poetry run pytest
diff --git a/.pylintrc b/.pylintrc
new file mode 100644
index 000000000..d6d143ce0
--- /dev/null
+++ b/.pylintrc
@@ -0,0 +1 @@
+ignore=test_*
diff --git a/tests/unit_tests/__init_.py b/tests/unit_tests/__init_.py
new file mode 100644
index 000000000..4442cf00b
--- /dev/null
+++ b/tests/unit_tests/__init_.py
@@ -0,0 +1 @@
+"""All the unit tests"""
diff --git a/tests/unit_tests/llms/__init_.py b/tests/unit_tests/llms/__init_.py
new file mode 100644
index 000000000..abb521ae5
--- /dev/null
+++ b/tests/unit_tests/llms/__init_.py
@@ -0,0 +1 @@
+"""The LLMs unit tests"""
diff --git a/tests/unit_tests/test_pandasai.py b/tests/unit_tests/test_pandasai.py
new file mode 100644
index 000000000..1e6e98aad
--- /dev/null
+++ b/tests/unit_tests/test_pandasai.py
@@ -0,0 +1,107 @@
+"""Unit tests for the PandasAI class"""
+
+import unittest
+from unittest.mock import patch
+
+import pandas as pd
+from pandasai import PandasAI
+from pandasai.llm.fake import FakeLLM
+from pandasai.exceptions import LLMNotFoundError
+
+
+class TestPandasAI(unittest.TestCase):
+    """Unit tests for the PandasAI class"""
+
+    llm: FakeLLM
+    pandasai: PandasAI
+
+    def setup(self, output: str = None):
+        self.llm = FakeLLM(output=output)
+        self.pandasai = PandasAI(self.llm)
+
+    def test_init(self):
+        self.setup()
+        self.assertEqual(self.pandasai._llm, self.llm)
+        self.assertEqual(self.pandasai._is_conversational_answer, True)
+        self.assertEqual(self.pandasai._verbose, False)
+
+    def test_init_with_llm(self):
+        self.setup()
+        self.assertEqual(self.pandasai._llm, self.llm)
+        self.assertEqual(self.pandasai._is_conversational_answer, True)
+        self.assertEqual(self.pandasai._verbose, False)
+
+    def test_init_without_llm(self):
+        with self.assertRaises(LLMNotFoundError):
+            PandasAI()
+
+    def test_conversational_answer(self):
+        result = "2"
+        self.setup(result)
+        self.assertEqual(
+            self.pandasai.conversational_answer(
+                "What is the sum of 1 + 1?", "1 + 1", 2
+            ),
+            result,
+        )
+
+    def test_run(self):
+        df = pd.DataFrame()
+        self.setup(output="1")
+        self.assertEqual(self.pandasai.run(df, "What number comes before 2?"), "1")
+
+    def test_run_with_conversational_answer(self):
+        df = pd.DataFrame()
+        self.setup(output="1 + 1")
+        self.assertEqual(
+            self.pandasai.run(
+                df, "What is the sum of 1 + 1?", is_conversational_answer=True
+            ),
+            "1 + 1",
+        )
+
+    def test_run_with_non_conversational_answer(self):
+        df = pd.DataFrame()
+        self.setup(output="1 + 1")
+        self.assertEqual(
+            self.pandasai.run(
+                df, "What is the sum of 1 + 1?", is_conversational_answer=False
+            ),
+            2,
+        )
+
+    def test_run_with_verbose(self):
+        df = pd.DataFrame()
+        self.setup(output="1")
+        self.pandasai._verbose = True
+
+        # mock print function
+        with patch("builtins.print") as mock_print:
+            self.pandasai.run(df, "What number comes before 2?")
+            mock_print.assert_called()
+
+    def test_run_without_verbose(self):
+        df = pd.DataFrame()
+        self.setup(output="1")
+        self.pandasai._verbose = False
+
+        # mock print function
+        with patch("builtins.print") as mock_print:
+            self.pandasai.run(df, "What number comes before 2?")
+            mock_print.assert_not_called()
+
+    def test_run_code(self):
+        df = pd.DataFrame()
+        self.setup()
+        self.assertEqual(self.pandasai.run_code("1 + 1", df), 2)
+
+    def test_run_code_invalid_code(self):
+        df = pd.DataFrame()
+        self.setup()
+        with self.assertRaises(Exception):
+            self.pandasai.run_code("1 +", df)
+
+    def test_run_code_with_print(self):
+        df = pd.DataFrame()
+        self.setup()
+        self.assertEqual(self.pandasai.run_code("print(1 + 1)", df), 2)