diff --git a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/with.kt b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/with.kt
index 190d0cfe7e..406947ab1c 100644
--- a/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/with.kt
+++ b/core/src/main/kotlin/org/jetbrains/kotlinx/dataframe/api/with.kt
@@ -4,13 +4,60 @@ import org.jetbrains.kotlinx.dataframe.AnyColumnReference
 import org.jetbrains.kotlinx.dataframe.DataFrame
 import org.jetbrains.kotlinx.dataframe.DataRow
 import org.jetbrains.kotlinx.dataframe.RowExpression
+import org.jetbrains.kotlinx.dataframe.documentation.DocumentationUrls
+import org.jetbrains.kotlinx.dataframe.documentation.ExcludeFromSources
 import org.jetbrains.kotlinx.dataframe.impl.aggregation.internal
 import org.jetbrains.kotlinx.dataframe.impl.aggregation.withExpr
 import org.jetbrains.kotlinx.dataframe.impl.emptyPath
 import kotlin.reflect.typeOf
 
+// region docs
+
+/**
+ * For each pivot cell: an empty group yields `null` (type `V?`), a group of exactly one row yields
+ * that single value (type `V`), and a group of several rows yields a `List<V>`.
+ */
+@ExcludeFromSources
+private typealias PivotWithOneOrManyResultSnippet = Nothing
+
+/**
+ * For each pivot cell: a group with no row selected by the reducer yields `null` (type `V?`),
+ * otherwise the value produced by the expression (type `V`).
+ */
+@ExcludeFromSources
+private typealias PivotWithReducedResultSnippet = Nothing
+
+/**
+ * If [expression\] returns a column reference, it is resolved to that column's value in the row
+ * the expression was evaluated on.
+ */
+@ExcludeFromSources
+private typealias PivotWithColumnReferenceSnippet = Nothing
+
+// endregion
+
 // region Pivot
 
+/**
+ * Aggregates this [Pivot] by evaluating the given [row expression][expression] on every row of each pivot group.
+ *
+ * @include [PivotWithOneOrManyResultSnippet]
+ *
+ * @include [PivotWithColumnReferenceSnippet]
+ *
+ * For more information: {@include [DocumentationUrls.Pivot]}
+ *
+ * Check out the [`Pivot` Grammar][PivotDocs.Grammar].
+ *
+ * ### Examples
+ *
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.withOnPivot_properties]
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.withOnPivot_strings]
+ *
+ * @param [V] The result type of [expression], captured at runtime for constructing the result columns.
+ * @param [expression] The expression evaluated for each row within each pivot group.
+ * @return A new [DataRow] with pivot keys as columns or column groups containing the computed results.
+ */
 public inline fun <T, reified V> Pivot<T>.with(noinline expression: RowExpression<T, V>): DataRow<T> =
     delegate {
         with(expression)
@@ -20,6 +67,25 @@ public inline fun <T, reified V> Pivot<T>.with(noinline expression: RowExpressio
 
 // region ReducedPivot
 
+/**
+ * Aggregates this [ReducedPivot] by evaluating the given [row expression][expression] on the single row
+ * selected by the reducer in each pivot group.
+ *
+ * @include [PivotWithReducedResultSnippet]
+ *
+ * @include [PivotWithColumnReferenceSnippet]
+ *
+ * For more information: {@include [DocumentationUrls.Pivot]}
+ *
+ * ### Examples
+ *
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.pivotWith_properties]
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.pivotWith_strings]
+ *
+ * @param [V] The result type of [expression], captured at runtime for constructing the result columns.
+ * @param [expression] The expression evaluated on each selected row.
+ * @return A new [DataRow] with pivot keys as columns or column groups containing the computed results.
+ */
 public inline fun <T, reified V> ReducedPivot<T>.with(noinline expression: RowExpression<T, V>): DataRow<T> =
     pivot.delegate {
         reduce(reducer).with(expression)
@@ -29,6 +95,25 @@ public inline fun <T, reified V> ReducedPivot<T>.with(noinline expression: RowEx
 
 // region PivotGroupBy
 
+/**
+ * Aggregates this [PivotGroupBy] by evaluating the given [row expression][expression] on every row
+ * in each group defined by the grouping and pivot keys.
+ *
+ * @include [PivotWithOneOrManyResultSnippet]
+ *
+ * @include [PivotWithColumnReferenceSnippet]
+ *
+ * For more information: {@include [DocumentationUrls.Pivot]}
+ *
+ * ### Examples
+ *
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.withOnPivotGroupBy]
+ *
+ * @param [V] The result type of [expression], captured at runtime for constructing the result columns.
+ * @param [expression] The expression evaluated for each row within each pivot cell group.
+ * @return A new [DataFrame] with the grouping key columns, one row per grouping key combination,
+ * and pivot keys as columns or column groups containing the computed results.
+ */
 public inline fun <T, reified V> PivotGroupBy<T>.with(noinline expression: RowExpression<T, V>): DataFrame<T> {
     val type = typeOf<V>()
     return aggregate { internal().withExpr(type, emptyPath(), expression) }
@@ -38,6 +123,25 @@ public inline fun <T, reified V> PivotGroupBy<T>.with(noinline expression: RowEx
 
 // region ReducedPivotGroupBy
 
+/**
+ * Aggregates this [ReducedPivotGroupBy] by evaluating the given [row expression][expression] on the single row
+ * selected by the reducer in each group defined by the grouping and pivot keys.
+ *
+ * @include [PivotWithReducedResultSnippet]
+ *
+ * @include [PivotWithColumnReferenceSnippet]
+ *
+ * For more information: {@include [DocumentationUrls.Pivot]}
+ *
+ * ### Examples
+ *
+ * @sample [org.jetbrains.kotlinx.dataframe.samples.api.PivotSamples.withOnReducedPivotGroupBy]
+ *
+ * @param [V] The result type of [expression], captured at runtime for constructing the result columns.
+ * @param [expression] The expression evaluated on each selected row.
+ * @return A new [DataFrame] with the grouping key columns, one row per grouping key combination,
+ * and pivot keys as columns or column groups containing the computed results.
+ */
 public inline fun <T, reified V> ReducedPivotGroupBy<T>.with(noinline expression: RowExpression<T, V>): DataFrame<T> {
     val type = typeOf<V>()
     return pivot.aggregate {
diff --git a/samples/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/PivotSamples.kt b/samples/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/PivotSamples.kt
index 0126d5687f..65a1defae3 100644
--- a/samples/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/PivotSamples.kt
+++ b/samples/src/test/kotlin/org/jetbrains/kotlinx/dataframe/samples/api/PivotSamples.kt
@@ -514,6 +514,22 @@ class PivotSamples : DataFrameSampleHelper("pivot", "api") {
         // SampleEnd
     }
 
+    @Test
+    fun withOnPivotGroupBy() {
+        // SampleStart
+        df.groupBy { city }.pivot { isHappy }.with { name.lastName }
+        df.groupBy("city").pivot("isHappy").with { "name"["lastName"]<String>() }
+        // SampleEnd
+    }
+
+    @Test
+    fun withOnReducedPivotGroupBy() {
+        // SampleStart
+        df.groupBy { city }.pivot { isHappy }.maxBy { age }.with { name.lastName }
+        df.groupBy("city").pivot("isHappy").maxBy("age").with { "name"["lastName"]<String>() }
+        // SampleEnd
+    }
+
     // endregion
 
     // region aggregate