diff --git a/lucene/CHANGES.txt b/lucene/CHANGES.txt
index 42a6e8073576..ca2005b0b699 100644
--- a/lucene/CHANGES.txt
+++ b/lucene/CHANGES.txt
@@ -291,7 +291,12 @@ Improvements
 
 Optimizations
 ---------------------
-(No changes)
+
+* GITHUB#16294: Route constant-score doc-values queries through
+  ConstantScoreScorerSupplier so they can benefit from batch scoring.
+  Affects BinaryRangeFieldRangeQuery, LatLonDocValuesBoxQuery,
+  LatLonDocValuesQuery, XYDocValuesPointInGeometryQuery, and
+  SortedNumericDocValuesSetQuery. (Costin Leau)
 
 Bug Fixes
 ---------------------
diff --git a/lucene/core/src/java/org/apache/lucene/document/BinaryRangeFieldRangeQuery.java b/lucene/core/src/java/org/apache/lucene/document/BinaryRangeFieldRangeQuery.java
index 140227746f0d..f7d5d19ea894 100644
--- a/lucene/core/src/java/org/apache/lucene/document/BinaryRangeFieldRangeQuery.java
+++ b/lucene/core/src/java/org/apache/lucene/document/BinaryRangeFieldRangeQuery.java
@@ -23,7 +23,7 @@
 import org.apache.lucene.index.DocValues;
 import org.apache.lucene.index.LeafReader;
 import org.apache.lucene.index.LeafReaderContext;
-import org.apache.lucene.search.ConstantScoreScorer;
+import org.apache.lucene.search.ConstantScoreScorerSupplier;
 import org.apache.lucene.search.ConstantScoreWeight;
 import org.apache.lucene.search.IndexSearcher;
 import org.apache.lucene.search.Query;
@@ -135,8 +135,11 @@ public float matchCost() {
               }
             };
 
-        final var scorer = new ConstantScoreScorer(score(), scoreMode, iterator);
-        return new DefaultScorerSupplier(scorer);
+        return ConstantScoreScorerSupplier.fromIterator(
+            TwoPhaseIterator.asDocIdSetIterator(iterator),
+            score(),
+            scoreMode,
+            context.reader().maxDoc());
       }
 
       @Override
diff --git a/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesBoxQuery.java b/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesBoxQuery.java
index ac01e4c74f33..d6593fda51eb 100644
--- a/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesBoxQuery.java
+++ b/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesBoxQuery.java
@@ -22,7 +22,7 @@
 import org.apache.lucene.index.DocValues;
 import org.apache.lucene.index.LeafReaderContext;
 import org.apache.lucene.index.SortedNumericDocValues;
-import org.apache.lucene.search.ConstantScoreScorer;
+import org.apache.lucene.search.ConstantScoreScorerSupplier;
 import org.apache.lucene.search.ConstantScoreWeight;
 import org.apache.lucene.search.IndexSearcher;
 import org.apache.lucene.search.Query;
@@ -153,8 +153,11 @@ public float matchCost() {
                 return 5; // 5 comparisons
               }
             };
-        final var scorer = new ConstantScoreScorer(boost, scoreMode, iterator);
-        return new DefaultScorerSupplier(scorer);
+        return ConstantScoreScorerSupplier.fromIterator(
+            TwoPhaseIterator.asDocIdSetIterator(iterator),
+            boost,
+            scoreMode,
+            context.reader().maxDoc());
       }
 
       @Override
diff --git a/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesQuery.java b/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesQuery.java
index 45a7bc0eb521..65fc6b664d14 100644
--- a/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesQuery.java
+++ b/lucene/core/src/java/org/apache/lucene/document/LatLonDocValuesQuery.java
@@ -29,7 +29,7 @@
 import org.apache.lucene.index.DocValues;
 import org.apache.lucene.index.LeafReaderContext;
 import org.apache.lucene.index.SortedNumericDocValues;
-import org.apache.lucene.search.ConstantScoreScorer;
+import org.apache.lucene.search.ConstantScoreScorerSupplier;
 import org.apache.lucene.search.ConstantScoreWeight;
 import org.apache.lucene.search.IndexSearcher;
 import org.apache.lucene.search.Query;
@@ -158,8 +158,11 @@ public ScorerSupplier scorerSupplier(LeafReaderContext context) throws IOExcepti
             throw new IllegalArgumentException(
                 "Invalid query relationship:[" + queryRelation + "]");
         }
-        final var scorer = new ConstantScoreScorer(boost, scoreMode, iterator);
-        return new DefaultScorerSupplier(scorer);
+        return ConstantScoreScorerSupplier.fromIterator(
+            TwoPhaseIterator.asDocIdSetIterator(iterator),
+            boost,
+            scoreMode,
+            context.reader().maxDoc());
       }
 
       @Override
diff --git a/lucene/core/src/java/org/apache/lucene/document/SortedNumericDocValuesSetQuery.java b/lucene/core/src/java/org/apache/lucene/document/SortedNumericDocValuesSetQuery.java
index 53966bb02c3d..7b7028d5be5b 100644
--- a/lucene/core/src/java/org/apache/lucene/document/SortedNumericDocValuesSetQuery.java
+++ b/lucene/core/src/java/org/apache/lucene/document/SortedNumericDocValuesSetQuery.java
@@ -23,7 +23,7 @@
 import org.apache.lucene.index.LeafReaderContext;
 import org.apache.lucene.index.NumericDocValues;
 import org.apache.lucene.index.SortedNumericDocValues;
-import org.apache.lucene.search.ConstantScoreScorer;
+import org.apache.lucene.search.ConstantScoreScorerSupplier;
 import org.apache.lucene.search.ConstantScoreWeight;
 import org.apache.lucene.search.IndexSearcher;
 import org.apache.lucene.search.MatchNoDocsQuery;
@@ -150,8 +150,11 @@ public float matchCost() {
                 }
               };
         }
-        final var scorer = new ConstantScoreScorer(score(), scoreMode, iterator);
-        return new DefaultScorerSupplier(scorer);
+        return ConstantScoreScorerSupplier.fromIterator(
+            TwoPhaseIterator.asDocIdSetIterator(iterator),
+            score(),
+            scoreMode,
+            context.reader().maxDoc());
       }
     };
   }
diff --git a/lucene/core/src/java/org/apache/lucene/document/XYDocValuesPointInGeometryQuery.java b/lucene/core/src/java/org/apache/lucene/document/XYDocValuesPointInGeometryQuery.java
index 132a3a36308d..c6e0b41d048e 100644
--- a/lucene/core/src/java/org/apache/lucene/document/XYDocValuesPointInGeometryQuery.java
+++ b/lucene/core/src/java/org/apache/lucene/document/XYDocValuesPointInGeometryQuery.java
@@ -25,7 +25,7 @@
 import org.apache.lucene.index.DocValues;
 import org.apache.lucene.index.LeafReaderContext;
 import org.apache.lucene.index.SortedNumericDocValues;
-import org.apache.lucene.search.ConstantScoreScorer;
+import org.apache.lucene.search.ConstantScoreScorerSupplier;
 import org.apache.lucene.search.ConstantScoreWeight;
 import org.apache.lucene.search.IndexSearcher;
 import org.apache.lucene.search.Query;
@@ -130,8 +130,11 @@ public float matchCost() {
                 return 1000f; // TODO: what should it be?
               }
             };
-        final var scorer = new ConstantScoreScorer(boost, scoreMode, iterator);
-        return new DefaultScorerSupplier(scorer);
+        return ConstantScoreScorerSupplier.fromIterator(
+            TwoPhaseIterator.asDocIdSetIterator(iterator),
+            boost,
+            scoreMode,
+            context.reader().maxDoc());
       }
 
       @Override