diff --git a/src/intugle/link_predictor/__init__.py b/src/intugle/link_predictor/__init__.py
index 139597f..2e1fb3b 100644
--- a/src/intugle/link_predictor/__init__.py
+++ b/src/intugle/link_predictor/__init__.py
@@ -1,2 +1,24 @@
+"""
+Link Predictor Module
 
+This module provides functionality for predicting relationships between datasets
+based on column profiling, data type analysis, and LLM-based inference.
+"""
 
+from intugle.link_predictor.models import (
+    LinkPredictionResult,
+    PredictedLink,
+)
+from intugle.link_predictor.predictor import (
+    LinkPredictionSaver,
+    LinkPredictor,
+    NoLinksFoundError,
+)
+
+__all__ = [
+    "LinkPredictor",
+    "LinkPredictionSaver",
+    "PredictedLink",
+    "LinkPredictionResult",
+    "NoLinksFoundError",
+]
diff --git a/tests/link_predictor/test_public_api.py b/tests/link_predictor/test_public_api.py
new file mode 100644
index 0000000..c140054
--- /dev/null
+++ b/tests/link_predictor/test_public_api.py
@@ -0,0 +1,32 @@
+"""Tests for link_predictor public API exports in __init__.py."""
+
+
+def test_public_api_imports_from_package():
+    """Users can import main classes directly from intugle.link_predictor."""
+    from intugle.link_predictor import (
+        LinkPredictionResult,
+        LinkPredictionSaver,
+        LinkPredictor,
+        NoLinksFoundError,
+        PredictedLink,
+    )
+
+    assert LinkPredictor is not None
+    assert LinkPredictionSaver is not None
+    assert PredictedLink is not None
+    assert LinkPredictionResult is not None
+    assert NoLinksFoundError is not None
+
+
+def test_all_exports_match_public_api():
+    """__all__ should expose exactly the documented public API."""
+    import intugle.link_predictor as link_predictor
+
+    expected = {
+        "LinkPredictor",
+        "LinkPredictionSaver",
+        "PredictedLink",
+        "LinkPredictionResult",
+        "NoLinksFoundError",
+    }
+    assert set(link_predictor.__all__) == expected