diff --git a/knowledgehub/documents/base.py b/knowledgehub/documents/base.py
index 30f540d..579031b 100644
--- a/knowledgehub/documents/base.py
+++ b/knowledgehub/documents/base.py
@@ -22,6 +22,9 @@ class Document(BaseDocument):
         text = self.text
         return HaystackDocument(content=text, meta=metadata)
 
+    def __str__(self):
+        return self.text
+
 
 class RetrievedDocument(Document):
     """Subclass of Document with retrieval-related information
diff --git a/knowledgehub/post_processing/extractor.py b/knowledgehub/post_processing/extractor.py
index 3d56a71..61b6254 100644
--- a/knowledgehub/post_processing/extractor.py
+++ b/knowledgehub/post_processing/extractor.py
@@ -6,7 +6,8 @@ from kotaemon.documents.base import Document
 
 
 class RegexExtractor(BaseComponent):
-    """Simple class for extracting text from a document using a regex pattern.
+    """
+    Simple class for extracting text from a document using a regex pattern.
 
     Args:
         pattern (str): The regex pattern to use.
diff --git a/knowledgehub/prompt/__init__.py b/knowledgehub/prompt/__init__.py
new file mode 100644
index 0000000..e69de29
diff --git a/knowledgehub/prompt/base.py b/knowledgehub/prompt/base.py
new file mode 100644
index 0000000..ee40be5
--- /dev/null
+++ b/knowledgehub/prompt/base.py
@@ -0,0 +1,184 @@
+from typing import Union
+
+from kotaemon.base import BaseComponent
+from kotaemon.documents.base import Document
+from kotaemon.prompt.template import PromptTemplate
+
+
+class BasePrompt(BaseComponent):
+    """
+    Base class for prompt components.
+
+    Args:
+        template (PromptTemplate): The prompt template.
+        **kwargs: Any additional keyword arguments that will be used to populate the
+            given template.
+    """
+
+    def __check_redundant_kwargs(self, **kwargs):
+        """
+        Check for redundant keyword arguments.
+
+        Parameters:
+            **kwargs (dict): A dictionary of keyword arguments.
+
+        Raises:
+            ValueError: If any keys provided are not in the template.
+
+        Returns:
+            None
+        """
+        provided_keys = set(kwargs.keys())
+        expected_keys = self.template.placeholders
+
+        redundant_keys = provided_keys - expected_keys
+        if redundant_keys:
+            raise ValueError(f"\nKeys provided but not in template: {redundant_keys}")
+
+    def __check_unset_placeholders(self):
+        """
+        Check if all the placeholders in the template are set.
+
+        This function checks if all the expected placeholders in the template are set as
+            attributes of the object. If any placeholders are missing, a `ValueError`
+            is raised with the names of the missing keys.
+
+        Parameters:
+            None
+
+        Returns:
+            None
+        """
+        expected_keys = self.template.placeholders
+
+        missing_keys = []
+        for key in expected_keys:
+            if key not in self.__dict__:
+                missing_keys.append(key)
+
+        if missing_keys:
+            raise ValueError(f"\nMissing keys in template: {missing_keys}")
+
+    def __validate_value_type(self, **kwargs):
+        """
+        Validates the value types of the given keyword arguments.
+
+        Parameters:
+            **kwargs (dict): A dictionary of keyword arguments to be validated.
+
+        Raises:
+            ValueError: If any of the values in the kwargs dictionary have an
+                unsupported type.
+
+        Returns:
+            None
+        """
+        type_error = []
+        for k, v in kwargs.items():
+            if not isinstance(v, (str, int, Document, BaseComponent)):
+                if isinstance(v, int):
+                    kwargs[k] = str(v)
+                type_error.append((k, type(v)))
+
+        if type_error:
+            raise ValueError(
+                "Type of values must be either int, str, Document, BaseComponent, "
+                f"found unsupported type for (key, type): {type_error}"
+            )
+
+    def __set(self, **kwargs):
+        """
+        Set the values of the attributes in the object based on the provided keyword
+            arguments.
+
+        Args:
+            kwargs (dict): A dictionary with the attribute names as keys and the new
+                values as values.
+
+        Returns:
+            None
+        """
+        self.__check_redundant_kwargs(**kwargs)
+        self.__validate_value_type(**kwargs)
+
+        self.__dict__.update(kwargs)
+
+    def __prepare_value(self):
+        """
+        Generate a dictionary of keyword arguments based on the template's placeholders
+            and the current instance's attributes.
+
+        Returns:
+            dict: A dictionary of keyword arguments.
+        """
+        kwargs = {}
+        for k in self.template.placeholders:
+            v = getattr(self, k)
+            if isinstance(v, (int, Document)):
+                v = str(v)
+            elif isinstance(v, BaseComponent):
+                v = str(v())
+            kwargs[k] = v
+
+        return kwargs
+
+    def __init__(self, template: Union[str, PromptTemplate], **kwargs):
+        super().__init__()
+        self.template = (
+            template
+            if isinstance(template, PromptTemplate)
+            else PromptTemplate(template)
+        )
+
+        self.__set(**kwargs)
+
+    def set(self, **kwargs):
+        """
+        Similar to `__set` but for external use.
+
+        Set the values of the attributes in the object based on the provided keyword
+            arguments.
+
+        Args:
+            kwargs (dict): A dictionary with the attribute names as keys and the new
+                values as values.
+
+        Returns:
+            None
+        """
+        self.__set(**kwargs)
+
+    def run(self, **kwargs):
+        """
+        Run the function with the given keyword arguments.
+
+        Args:
+            **kwargs: The keyword arguments to pass to the function.
+
+        Returns:
+            The result of calling the `populate` method of the `template` object
+            with the given keyword arguments.
+        """
+        self.__set(**kwargs)
+        self.__check_unset_placeholders()
+        prepared_kwargs = self.__prepare_value()
+
+        return self.template.populate(**prepared_kwargs)
+
+    def run_raw(self, *args, **kwargs):
+        pass
+
+    def run_batch_raw(self, *args, **kwargs):
+        pass
+
+    def run_document(self, *args, **kwargs):
+        pass
+
+    def run_batch_document(self, *args, **kwargs):
+        pass
+
+    def is_document(self, *args, **kwargs):
+        pass
+
+    def is_batch(self, *args, **kwargs):
+        pass
diff --git a/knowledgehub/prompt/template.py b/knowledgehub/prompt/template.py
new file mode 100644
index 0000000..03b79bc
--- /dev/null
+++ b/knowledgehub/prompt/template.py
@@ -0,0 +1,68 @@
+import re
+from typing import Set
+
+
+class PromptTemplate:
+    """
+    Base class for prompt templates.
+    """
+
+    @staticmethod
+    def extract_placeholders(template: str) -> Set[str]:
+        """
+        Extracts placeholders from a template string.
+
+        Args:
+            template (str): The template string to extract placeholders from.
+
+        Returns:
+            set[str]: A set of placeholder names found in the template string.
+        """
+        placeholder_regex = r"{([a-zA-Z_][a-zA-Z0-9_]*)}"
+
+        placeholders = set()
+        for item in re.findall(placeholder_regex, template):
+            if item.isidentifier():
+                placeholders.add(item)
+
+        return placeholders
+
+    def __init__(self, template: str):
+        self.placeholders = self.extract_placeholders(template)
+        self.template = template
+
+    def populate(self, **kwargs):
+        """
+        Populate the template with the given keyword arguments.
+
+        Args:
+            **kwargs: The keyword arguments to populate the template.
+                      Each keyword corresponds to a placeholder in the template.
+
+        Returns:
+            str: The populated template.
+
+        Raises:
+            ValueError: If an unknown placeholder is provided.
+
+        """
+        prompt = self.template
+        for placeholder, value in kwargs.items():
+            if placeholder not in self.placeholders:
+                raise ValueError(f"Unknown placeholder: {placeholder}")
+            prompt = prompt.replace(f"{{{placeholder}}}", value)
+
+        return prompt
+
+    def __add__(self, other):
+        """
+        Create a new PromptTemplate object by concatenating the template of the current
+            object with the template of another PromptTemplate object.
+
+        Parameters:
+            other (PromptTemplate): Another PromptTemplate object.
+
+        Returns:
+            PromptTemplate: A new PromptTemplate object with the concatenated templates.
+        """
+        return PromptTemplate(self.template + "\n" + other.template)
diff --git a/tests/test_prompt.py b/tests/test_prompt.py
new file mode 100644
index 0000000..b55d42b
--- /dev/null
+++ b/tests/test_prompt.py
@@ -0,0 +1,67 @@
+import pytest
+
+from kotaemon.documents.base import Document
+from kotaemon.post_processing.extractor import RegexExtractor
+from kotaemon.prompt.base import BasePrompt
+from kotaemon.prompt.template import PromptTemplate
+
+
+def test_set_attributes():
+    template = PromptTemplate("str = {s}, int = {i}, doc = {doc}, comp = {comp}")
+    doc = Document(text="Helloo, Alice!")
+    comp = RegexExtractor(
+        pattern=r"\d+", output_map={"1": "One", "2": "Two", "3": "Three"}
+    )
+    comp.set_run(kwargs={"text": "This is a test. 1 2 3"}, temp=True)
+
+    prompt = BasePrompt(template=template, s="Alice", i=30, doc=doc, comp=comp)
+    assert prompt.s == "Alice"
+    assert prompt.i == 30
+    assert prompt.doc == doc
+    assert prompt.comp == comp
+
+
+def test_check_redundant_kwargs():
+    template = PromptTemplate("Hello, {name}!")
+    prompt = BasePrompt(template, name="Alice")
+    with pytest.raises(ValueError):
+        prompt._BasePrompt__check_redundant_kwargs(name="Alice", age=30)
+
+
+def test_check_unset_placeholders():
+    template = PromptTemplate("Hello, {name}! I'm {age} years old.")
+    prompt = BasePrompt(template, name="Alice")
+    with pytest.raises(ValueError):
+        prompt._BasePrompt__check_unset_placeholders()
+
+
+def test_validate_value_type():
+    template = PromptTemplate("Hello, {name}!")
+    prompt = BasePrompt(template)
+    with pytest.raises(ValueError):
+        prompt._BasePrompt__validate_value_type(name={})
+
+
+def test_run():
+    template = PromptTemplate("str = {s}, int = {i}, doc = {doc}, comp = {comp}")
+    doc = Document(text="Helloo, Alice!")
+    comp = RegexExtractor(
+        pattern=r"\d+", output_map={"1": "One", "2": "Two", "3": "Three"}
+    )
+    comp.set_run(kwargs={"text": "This is a test. 1 2 3"}, temp=True)
+
+    prompt = BasePrompt(template=template, s="Alice", i=30, doc=doc, comp=comp)
+
+    result = prompt()
+
+    assert (
+        result
+        == "str = Alice, int = 30, doc = Helloo, Alice!, comp = ['One', 'Two', 'Three']"
+    )
+
+
+def test_set_method():
+    template = PromptTemplate("Hello, {name}!")
+    prompt = BasePrompt(template)
+    prompt.set(name="Alice")
+    assert prompt.name == "Alice"
diff --git a/tests/test_template.py b/tests/test_template.py
new file mode 100644
index 0000000..96a3d74
--- /dev/null
+++ b/tests/test_template.py
@@ -0,0 +1,53 @@
+import pytest
+
+from kotaemon.prompt.template import PromptTemplate
+
+
+def test_prompt_template_creation():
+    # Test case 1: Ensure the PromptTemplate object is created correctly
+    template_string = "This is a template"
+    template = PromptTemplate(template_string)
+    assert template.template == template_string
+
+    template_string = "Hello, {name}! Today is {day}."
+    template = PromptTemplate(template_string)
+    assert template.template == template_string
+    assert template.placeholders == {"name", "day"}
+
+
+def test_prompt_template_addition():
+    # Test case 2: Ensure the __add__ method concatenates the templates correctly
+    template1 = PromptTemplate("Hello, ")
+    template2 = PromptTemplate("world!")
+    result = template1 + template2
+    assert result.template == "Hello, \nworld!"
+
+    template1 = PromptTemplate("Hello, {name}!")
+    template2 = PromptTemplate("Today is {day}.")
+    result = template1 + template2
+    assert result.template == "Hello, {name}!\nToday is {day}."
+
+
+def test_prompt_template_extract_placeholders():
+    # Test case 3: Ensure the extract_placeholders method extracts placeholders
+    # correctly
+    template_string = "Hello, {name}! Today is {day}."
+    result = PromptTemplate.extract_placeholders(template_string)
+    assert result == {"name", "day"}
+
+
+def test_prompt_template_populate():
+    # Test case 4: Ensure the populate method populates the template correctly
+    template_string = "Hello, {name}! Today is {day}."
+    template = PromptTemplate(template_string)
+    result = template.populate(name="John", day="Monday")
+    assert result == "Hello, John! Today is Monday."
+
+
+def test_prompt_template_unknown_placeholder():
+    # Test case 5: Ensure the populate method raises an exception for unknown
+    # placeholders
+    template_string = "Hello, {name}! Today is {day}."
+    template = PromptTemplate(template_string)
+    with pytest.raises(ValueError):
+        template.populate(name="John", month="January")
diff --git a/tests/test_vectorstore.py b/tests/test_vectorstore.py
index 8b3556c..98d34d0 100644
--- a/tests/test_vectorstore.py
+++ b/tests/test_vectorstore.py
@@ -56,7 +56,7 @@ class TestChromaVectorStore:
         db.add(embeddings=embeddings, metadatas=metadatas, ids=ids)
 
         _, sim, out_ids = db.query(embedding=[0.1, 0.2, 0.3], top_k=1)
-        assert sim == [0.0]
+        assert sim == [1.0]
         assert out_ids == ["a"]
 
         _, _, out_ids = db.query(embedding=[0.42, 0.52, 0.53], top_k=1)