diff --git a/src/main/java/com/thealgorithms/searches/LowerBound.java b/src/main/java/com/thealgorithms/searches/LowerBound.java
index 5a1401edd3c2..7325082c223b 100644
--- a/src/main/java/com/thealgorithms/searches/LowerBound.java
+++ b/src/main/java/com/thealgorithms/searches/LowerBound.java
@@ -13,7 +13,7 @@
  * This is an extension of BinarySearch.
  *
  * <p>
- * Worst-case performance O(log n) Best-case performance O(1) Average
+ * Worst-case performance O(log n) Best-case performance O(log n) Average
  * performance O(log n) Worst-case space complexity O(1)
  *
  * @author Pratik Padalia (https://github.com/15pratik)
@@ -26,10 +26,13 @@ class LowerBound implements SearchAlgorithm {
      * @param array is an array where the LowerBound value is to be found
      * @param key is an element for which the LowerBound is to be found
      * @param <T> is any comparable type
-     * @return index of the LowerBound element
+     * @return index of the first element not less than key, or 0 if array is null/empty or key is null
      */
     @Override
     public <T extends Comparable<T>> int find(T[] array, T key) {
+        if (array == null || array.length == 0 || key == null) {
+            return 0;
+        }
         return search(array, key, 0, array.length - 1);
     }
 
@@ -51,10 +54,8 @@ private <T extends Comparable<T>> int search(T[] array, T key, int left, int rig
         int median = (left + right) >>> 1;
         int comp = key.compareTo(array[median]);
 
-        if (comp == 0) {
-            return median;
-        } else if (comp < 0) {
-            // median position can be a possible solution
+        if (comp <= 0) {
+            // key is less than or equal to array[median], median position can be a possible solution
             return search(array, key, left, median);
         } else {
             // key we are looking is greater, so we must look on the right of median position
diff --git a/src/main/java/com/thealgorithms/searches/UpperBound.java b/src/main/java/com/thealgorithms/searches/UpperBound.java
index ec52c7a0ae5c..5344f22994b1 100644
--- a/src/main/java/com/thealgorithms/searches/UpperBound.java
+++ b/src/main/java/com/thealgorithms/searches/UpperBound.java
@@ -13,7 +13,7 @@
  * This is an extension of BinarySearch.
  *
  * <p>
- * Worst-case performance O(log n) Best-case performance O(1) Average
+ * Worst-case performance O(log n) Best-case performance O(log n) Average
  * performance O(log n) Worst-case space complexity O(1)
  *
  * @author Pratik Padalia (https://github.com/15pratik)
@@ -26,10 +26,13 @@ class UpperBound implements SearchAlgorithm {
      * @param array is an array where the UpperBound value is to be found
      * @param key is an element for which the UpperBound is to be found
      * @param <T> is any comparable type
-     * @return index of the UpperBound element
+     * @return index of the first element greater than key, last index if no such element exists, or 0 if array is null/empty or key is null
      */
     @Override
     public <T extends Comparable<T>> int find(T[] array, T key) {
+        if (array == null || array.length == 0 || key == null) {
+            return 0;
+        }
         return search(array, key, 0, array.length - 1);
     }
 
diff --git a/src/test/java/com/thealgorithms/searches/LowerBoundTest.java b/src/test/java/com/thealgorithms/searches/LowerBoundTest.java
index 30f4a5cb257c..058ea08cf614 100644
--- a/src/test/java/com/thealgorithms/searches/LowerBoundTest.java
+++ b/src/test/java/com/thealgorithms/searches/LowerBoundTest.java
@@ -56,4 +56,31 @@ void testLowerBoundNonExistentValue() {
         assertEquals(4, lowerBound.find(array, 7), "Lower bound for 7 should be at index 4");
         assertEquals(0, lowerBound.find(array, 0), "Lower bound for 0 should be at index 0");
     }
+
+    /**
+     * Test finding the lower bound for an element with duplicate occurrences.
+     * Lower bound should point to the FIRST element not less than key.
+     */
+    @Test
+    void testLowerBoundDuplicates() {
+        LowerBound lowerBound = new LowerBound();
+        Integer[] arrayWithDuplicates = {1, 2, 2, 2, 3, 4, 5};
+
+        assertEquals(1, lowerBound.find(arrayWithDuplicates, 2), "Lower bound for 2 should be at index 1 (first occurrence)");
+
+        Integer[] allSame = {2, 2, 2, 2, 2};
+        assertEquals(0, lowerBound.find(allSame, 2), "Lower bound for 2 in all-same array should be at index 0");
+    }
+
+    /**
+     * Test edge cases: empty array, null array, and null key.
+     */
+    @Test
+    void testLowerBoundNullAndEmptyEdgeCases() {
+        LowerBound lowerBound = new LowerBound();
+        Integer[] emptyArray = {};
+        assertEquals(0, lowerBound.find(emptyArray, 5), "Lower bound for an empty array should be 0");
+        assertEquals(0, lowerBound.find(null, 5), "Lower bound for a null array should be 0");
+        assertEquals(0, lowerBound.find(new Integer[] {1, 2, 3}, null), "Lower bound for a null key should be 0");
+    }
 }
diff --git a/src/test/java/com/thealgorithms/searches/UpperBoundTest.java b/src/test/java/com/thealgorithms/searches/UpperBoundTest.java
index dc0cbdd97e19..4f5eddbe924f 100644
--- a/src/test/java/com/thealgorithms/searches/UpperBoundTest.java
+++ b/src/test/java/com/thealgorithms/searches/UpperBoundTest.java
@@ -57,6 +57,15 @@ void testUpperBoundMultipleValues() {
         assertTrue(arrayWithDuplicates[index] > key, "Element at the upper bound index should be greater than the key.");
     }
 
+    @Test
+    void testUpperBoundDuplicates() {
+        Integer[] arrayWithDuplicates = {1, 2, 2, 2, 3};
+        assertEquals(4, upperBound.find(arrayWithDuplicates, 2), "Upper bound for 2 in {1, 2, 2, 2, 3} should be at index 4");
+
+        Integer[] allSame = {2, 2, 2, 2, 2};
+        assertEquals(4, upperBound.find(allSame, 2), "Upper bound for 2 in all-same array should be at last index 4");
+    }
+
     @Test
     void testUpperBoundLowerThanMin() {
         int key = 0; // Test with a key lower than the minimum element
@@ -96,4 +105,10 @@ void testUpperBoundSingleElementArray() {
         index = upperBound.find(singleElementArray, 15);
         assertEquals(0, index, "Upper bound for 15 in a single element array should be 0.");
     }
+
+    @Test
+    void testUpperBoundNullArrayAndKey() {
+        assertEquals(0, upperBound.find(null, 5), "Upper bound for a null array should be 0.");
+        assertEquals(0, upperBound.find(new Integer[] {1, 2, 3}, null), "Upper bound for a null key should be 0.");
+    }
 }