diff --git a/versioned_docs/version-1.x/surrealql/operators.mdx b/versioned_docs/version-1.x/surrealql/operators.mdx
index 4e4c7a6c8..d9d74afe1 100644
--- a/versioned_docs/version-1.x/surrealql/operators.mdx
+++ b/versioned_docs/version-1.x/surrealql/operators.mdx
@@ -784,4 +784,15 @@ ORDER BY score DESC;
 ]
 ```
 
+## `#KNN` {#KNN} 
+
+Performs a K-Nearest Neighbors (KNN) search to find a specified number of records closest to a given data point, optionally using a defined distance metric. Supports customizing the number of results and choice of distance calculation method.
+
+```surql
+CREATE pts:3 SET point = [8,9,10,11];
+DEFINE INDEX mt_pts ON pts FIELDS point MTREE DIMENSION 4;
+SELECT id, vector::distance::euclidean(point, [2,3,4,5]) AS dist FROM pts WHERE point <|2,EUCLIDEAN|> [2,3,4,5];
+SELECT id FROM pts WHERE point <|2|> [2,3,4,5] EXPLAIN;
+```
+
 <br /><br />
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