diff --git a/docs-mintlify/docs/explore-analyze/workbooks/calculated-fields.mdx b/docs-mintlify/docs/explore-analyze/workbooks/calculated-fields.mdx
index 14d3115f05620..c0ba31b89f080 100644
--- a/docs-mintlify/docs/explore-analyze/workbooks/calculated-fields.mdx
+++ b/docs-mintlify/docs/explore-analyze/workbooks/calculated-fields.mdx
@@ -30,7 +30,7 @@ metric or dimension for the analysis in front of you.
## Creating calculated fields in UI
You can also build and edit calculated fields directly in the workbook. New
-fields appear in the **Calculated fields** section of the field picker sidebar.
+fields appear in the **Query fields** section of the field picker sidebar.
### Aggregations from existing dimensions
@@ -83,6 +83,68 @@ The option appears only for **native** measures on pivoted columns, not for
calculated fields. The same flow works in **Explore** when results are pivoted
the same way.
+### Bins and value groups
+
+You can also bucket an existing dimension without writing SQL. Open its menu in
+the field picker sidebar and choose **Create bins…** on a number dimension, or
+**Group values…** on a string one. Time dimensions have granularities instead,
+and an already derived field cannot be bucketed again.
+
+
+
+
+
+**Bins** take their boundaries either as a list (**Custom ranges**) or from a
+**Start**, **Width**, and number of **Ranges** (**Equal width**). Each boundary
+opens a bucket that includes its lower bound and excludes the upper one, and two
+open-ended buckets are added at the edges—so `0, 18, 25` yields `< 0`, `[0, 18)`,
+`[18, 25)`, `>= 25`, and no row is dropped. **Label style** renders a bucket as
+`[10, 20)`, `>= 10 and < 20`, or `10 to 19`; the last is offered only while every
+boundary is a whole number. Rows where the dimension is `NULL` are reported as
+`Unknown`.
+
+**Value groups** collect the dimension's values into named sets: pick values, name
+the group, and choose **Add group**. A value belongs to one group at a time.
+Whatever you did not pick—including empty values—falls under **Everything else**,
+which defaults to `Other`.
+
+Bucket labels carry their position as a prefix (`1.`, `2.`, zero-padded past nine
+buckets) so that sorting the column sorts it by value rather than alphabetically,
+which would put `>= 25` before `[0, 18)`. The prefix is visible in results, chart
+legends, and axes.
+
+
+
+
+
+The panel previews the Semantic SQL it generates as you build:
+
+```sql
+CASE WHEN orders_view.age IS NULL THEN 'Unknown'
+ WHEN orders_view.age < 0 THEN '1. < 0'
+ WHEN orders_view.age < 18 THEN '2. [0, 18)'
+ ELSE '3. >= 18' END
+```
+
+
+
+**Equal width** ranges are resolved into boundaries when the field is created, not
+recomputed from the data. Values arriving later outside the range join the first
+and last buckets instead of extending them.
+
+
+
+To change a bucketed field, choose **Edit bins…** or **Edit groups…** from its
+menu—either in the sidebar or on its column header in the results. Only fields
+this panel generated offer the action; a `CASE` expression written by hand does
+not.
+
### Editing a calculated field
Select a calculated field in the sidebar to open the editor. You can change its