diff --git a/src/Databases/Abstractions/src/VectorStoreExtensions.cs b/src/Databases/Abstractions/src/VectorStoreExtensions.cs
index e34ad192..2933f553 100644
--- a/src/Databases/Abstractions/src/VectorStoreExtensions.cs
+++ b/src/Databases/Abstractions/src/VectorStoreExtensions.cs
@@ -57,6 +57,7 @@ public static async Task<IReadOnlyCollection<string>> AddDocumentsAsync(
         this IVectorDatabase vectorDatabase,
         IEmbeddingModel embeddingModel,
         IReadOnlyCollection<Document> documents,
+        EmbeddingSettings? embeddingSettings = default,
         CancellationToken cancellationToken = default)
     {
         vectorDatabase = vectorDatabase ?? throw new ArgumentNullException(nameof(vectorDatabase));
@@ -66,6 +67,7 @@ public static async Task<IReadOnlyCollection<string>> AddDocumentsAsync(
             embeddingModel: embeddingModel,
             texts: documents.Select(x => x.PageContent).ToArray(), 
             metadatas: documents.Select(x => x.Metadata).ToArray(),
+            embeddingSettings: embeddingSettings,
             cancellationToken).ConfigureAwait(false);
     }
     
@@ -74,13 +76,26 @@ public static async Task<IReadOnlyCollection<string>> AddTextsAsync(
         IEmbeddingModel embeddingModel,
         IReadOnlyCollection<string> texts,
         IReadOnlyCollection<IReadOnlyDictionary<string, object>>? metadatas = null,
+        EmbeddingSettings? embeddingSettings = default,
         CancellationToken cancellationToken = default)
     {
         vectorDatabase = vectorDatabase ?? throw new ArgumentNullException(nameof(vectorDatabase));
         embeddingModel = embeddingModel ?? throw new ArgumentNullException(nameof(embeddingModel));
         
+        var embeddingRequest = new EmbeddingRequest
+        {
+            Strings = texts.ToArray(),
+            Images = metadatas?
+                .Select((metadata, i) => metadata.TryGetValue(texts.ElementAt(i), out object? result)
+                    ? result as BinaryData
+                    : null)
+                .Where(x => x != null)
+                .Select(x => Data.FromBytes(x!.ToArray()))
+                .ToArray() ?? [],
+        };
+        
         float[][] embeddings = await embeddingModel
-            .CreateEmbeddingsAsync(texts.ToArray(), null, cancellationToken)
+            .CreateEmbeddingsAsync(embeddingRequest, embeddingSettings, cancellationToken)
             .ConfigureAwait(false);
 
         return await vectorDatabase.AddAsync(
diff --git a/src/Databases/OpenSearch/src/OpenSearchVectorStore.cs b/src/Databases/OpenSearch/src/OpenSearchVectorStore.cs
index 672ccc6d..a9c2668f 100644
--- a/src/Databases/OpenSearch/src/OpenSearchVectorStore.cs
+++ b/src/Databases/OpenSearch/src/OpenSearchVectorStore.cs
@@ -65,7 +65,7 @@ public async Task<IReadOnlyCollection<string>> AddAsync(
             );
         }
 
-        var bulkResponse = await _client!.BulkAsync(bulkDescriptor, cancellationToken)
+        var bulkResponse = await _client.BulkAsync(bulkDescriptor, cancellationToken)
             .ConfigureAwait(false);
 
         return items
@@ -73,45 +73,6 @@ public async Task<IReadOnlyCollection<string>> AddAsync(
             .ToArray();
     }
 
-    public async Task<IEnumerable<string>> AddImagesAsync(IEnumerable<Document> documents, CancellationToken cancellationToken = default)
-    {
-        var bulkDescriptor = new BulkDescriptor();
-        var i = 1;
-
-        var enumerable = documents as Document[] ?? documents.ToArray();
-        foreach (var document in enumerable)
-        {
-            document.Metadata.TryGetValue(document.PageContent, out object? value);
-            var image = (BinaryData)value!;
-            var images = new List<Data> { Data.FromBytes(image.ToArray()) };
-
-            var embeddingRequest = new EmbeddingRequest
-            {
-                Strings = new List<string>() { document.PageContent },
-                Images = images
-            };
-            var embed = await EmbeddingModel.CreateEmbeddingsAsync(embeddingRequest, cancellationToken: cancellationToken)
-                .ConfigureAwait(false);
-
-            var vectorRecord = new VectorRecord
-            {
-                Id = i++.ToString(CultureInfo.InvariantCulture),
-                Text = document.PageContent,
-                Vector = embed.Values.SelectMany(x => x).ToArray()
-            };
-
-            bulkDescriptor.Index<VectorRecord>(desc => desc
-                .Document(vectorRecord)
-                .Index(_indexName)
-            );
-        }
-
-        var bulkResponse = await _client!.BulkAsync(bulkDescriptor, cancellationToken)
-            .ConfigureAwait(false);
-
-        return new List<string>();
-    }
-    
     public Task<bool> DeleteAsync(
         IEnumerable<string> ids,
         CancellationToken cancellationToken = default)