diff --git a/dspy/predict/parallel.py b/dspy/predict/parallel.py
index 91f5c1812b..553b5e7abf 100644
--- a/dspy/predict/parallel.py
+++ b/dspy/predict/parallel.py
@@ -16,6 +16,46 @@ def __init__(
         provide_traceback: bool | None = None,
         disable_progress_bar: bool = False,
     ):
+        """
+        A utility class for parallel, multi-threaded execution of (module, example) pairs. 
+         
+        Supports various example formats (e.g., `Example`, dict, tuple, list), robust error handling,  
+        optional progress tracking, and can optionally return failed examples and exceptions.  
+
+        Args:
+            num_threads (Optional[int]): The number of threads to use. Defaults to `settings.num_threads`.
+            max_errors (Optional[int]): The maximum number of errors allowed before raising an exception. Defaults to `settings.max_errors`.
+            access_examples (bool): Whether to unpack `Example` objects via `.inputs()`. Defaults to True.
+            return_failed_examples (bool): Whether to return failed examples. Defaults to False.
+            provide_traceback (Optional[bool]): Whether to provide traceback. Defaults to None.
+            disable_progress_bar (bool): Whether to disable progress bar. Defaults to False.
+
+        Example:
+            ```python
+            import dspy
+            from dspy.predict.parallel import Parallel
+            lm = dspy.LM("openai/gpt-4o-mini")
+            dspy.configure(lm=lm)
+
+            examples = [
+                {"question": "What is the capital of Spain?"},
+                {"question": "What is 3 * 4?"},
+                {"question": "Who wrote Hamlet?"},
+            ]
+
+            module=dspy.Predict("question->answer")
+            exec_pairs = [(module, example) for example in examples]
+            parallel = Parallel(num_threads=3, disable_progress_bar=False)
+            results = parallel(exec_pairs)
+            for i, result in enumerate(results):
+                print(f"Result {i+1}: {result.answer}")
+                
+            # Expected Output:
+            # Result 1: Madrid
+            # Result 2: 12
+            # Result 3: William Shakespeare
+            ```
+        """
         super().__init__()
         self.num_threads = num_threads or settings.num_threads
         self.max_errors = settings.max_errors if max_errors is None else max_errors