diff --git a/bench/bench-vector.py b/bench/bench-vector.py
index 8a7a1d8f..fbf13ede 100755
--- a/bench/bench-vector.py
+++ b/bench/bench-vector.py
@@ -250,11 +250,14 @@ class QdrantClient_(VectorClient):
 
     def __init__(self, host: str = "127.0.0.1", port: int = 6333):
         from qdrant_client import QdrantClient as _QC
-        from qdrant_client.models import Distance, VectorParams, PointStruct
+        from qdrant_client.models import (
+            Distance, VectorParams, PointStruct, HnswConfigDiff,
+        )
         self._qc = _QC(host=host, port=port)
         self._PointStruct = PointStruct
         self._Distance = Distance
         self._VectorParams = VectorParams
+        self._HnswConfigDiff = HnswConfigDiff
         self.collection_name = "bench_vectors"
 
     def setup(self, dim: int, metric: str = "cosine"):
@@ -269,10 +272,10 @@ def setup(self, dim: int, metric: str = "cosine"):
                 size=dim,
                 distance=self._Distance.COSINE,
             ),
-            hnsw_config={
-                "m": 16,
-                "ef_construct": 64,
-            },
+            hnsw_config=self._HnswConfigDiff(
+                m=16,
+                ef_construct=64,
+            ),
         )
 
     def insert_batch(self, ids: list, vectors: np.ndarray):
@@ -290,14 +293,14 @@ def insert_batch(self, ids: list, vectors: np.ndarray):
         )
 
     def query(self, vector: np.ndarray, k: int) -> list:
-        results = self._qc.search(
+        response = self._qc.query_points(
             collection_name=self.collection_name,
-            query_vector=vector.tolist(),
+            query=vector.tolist(),
             limit=k,
         )
         return [
             r.payload.get("name", str(r.id)) if r.payload else str(r.id)
-            for r in results
+            for r in response.points
         ]
 
     def teardown(self):
diff --git a/bench/bench-vector.sh b/bench/bench-vector.sh
index 517a35c7..b4b899ec 100755
--- a/bench/bench-vector.sh
+++ b/bench/bench-vector.sh
@@ -531,7 +531,17 @@ fi
 echo "hnsw: M=16, ef_construction=64, cosine similarity, k=$K"
 echo ""
 
-if [[ "$EMBER_ONLY" == "true" ]]; then
+if [[ "$EMBER_ONLY" == "true" ]] && [[ "$QDRANT" == "true" ]]; then
+    fmt="%-24s %14s %14s"
+    printf "$fmt\n" "metric" "ember" "qdrant"
+    printf "$fmt\n" "------" "-----" "------"
+    printf "$fmt\n" "insert (vectors/sec)" "$E_INSERT" "$Q_INSERT"
+    printf "$fmt\n" "query (queries/sec)" "$E_QUERY" "$Q_QUERY"
+    printf "$fmt\n" "query p50 (ms)" "$E_P50" "$Q_P50"
+    printf "$fmt\n" "query p95 (ms)" "$E_P95" "$Q_P95"
+    printf "$fmt\n" "query p99 (ms)" "$E_P99" "$Q_P99"
+    printf "$fmt\n" "memory (MB)" "$EMBER_RSS" "$QDRANT_RSS"
+elif [[ "$EMBER_ONLY" == "true" ]]; then
     fmt="%-24s %14s"
     printf "$fmt\n" "metric" "ember"
     printf "$fmt\n" "------" "-----"
@@ -586,7 +596,12 @@ if [[ "$SIFT_MODE" == "true" ]]; then
 
     E_RECALL=$(extract "$EMBER_JSON" "recall.recall_at_k")
 
-    if [[ "$EMBER_ONLY" == "true" ]]; then
+    if [[ "$EMBER_ONLY" == "true" ]] && [[ "$QDRANT" == "true" ]]; then
+        Q_RECALL=$(extract "$QDRANT_JSON" "recall.recall_at_k")
+        printf "%-24s %14s %14s\n" "metric" "ember" "qdrant"
+        printf "%-24s %14s %14s\n" "------" "-----" "------"
+        printf "%-24s %14s %14s\n" "recall@$K" "$E_RECALL" "$Q_RECALL"
+    elif [[ "$EMBER_ONLY" == "true" ]]; then
         printf "%-24s %14s\n" "metric" "ember"
         printf "%-24s %14s\n" "------" "-----"
         printf "%-24s %14s\n" "recall@$K" "$E_RECALL"