diff --git a/apps/api/src/common/repositories/dtos/create-knn-index.dto.ts b/apps/api/src/common/repositories/dtos/create-knn-index.dto.ts
new file mode 100644
index 000000000..9e38f3147
--- /dev/null
+++ b/apps/api/src/common/repositories/dtos/create-knn-index.dto.ts
@@ -0,0 +1,26 @@
+/**
+ * Copyright 2023 LINE Corporation
+ *
+ * LINE Corporation licenses this file to you under the Apache License,
+ * version 2.0 (the "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at:
+ *
+ *   https://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+ * License for the specific language governing permissions and limitations
+ * under the License.
+ */
+export class CreateKnnIndexDto {
+  index: string;
+  dimension: number;
+  spaceType: SpaceType;
+}
+
+export enum SpaceType {
+  L2 = 'l2',
+  CosineSimil = 'cosinesimilar',
+  InnerProduct = 'innerproduct',
+}
\ No newline at end of file
diff --git a/apps/api/src/common/repositories/dtos/get-similar-data.dto.ts b/apps/api/src/common/repositories/dtos/get-similar-data.dto.ts
new file mode 100644
index 000000000..3d0815dca
--- /dev/null
+++ b/apps/api/src/common/repositories/dtos/get-similar-data.dto.ts
@@ -0,0 +1,20 @@
+/**
+ * Copyright 2023 LINE Corporation
+ *
+ * LINE Corporation licenses this file to you under the Apache License,
+ * version 2.0 (the "License"); you may not use this file except in compliance
+ * with the License. You may obtain a copy of the License at:
+ *
+ *   https://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS, WITHOUT
+ * WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the
+ * License for the specific language governing permissions and limitations
+ * under the License.
+ */
+export class GetSimilarDataDto {
+  index: string;
+  topK: number;
+  embedding: number[];
+}
diff --git a/apps/api/src/common/repositories/dtos/index.ts b/apps/api/src/common/repositories/dtos/index.ts
index 180deb782..9447696cf 100644
--- a/apps/api/src/common/repositories/dtos/index.ts
+++ b/apps/api/src/common/repositories/dtos/index.ts
@@ -14,9 +14,11 @@
  * under the License.
  */
 export { CreateIndexDto } from './create-index.dto';
+export { CreateKnnIndexDto } from './create-knn-index.dto';
 export { PutMappingsDto } from './put-mappings.dto';
 export { CreateDataDto } from './create-data.dto';
 export { GetDataDto } from './get-data.dto';
+export { GetSimilarDataDto  } from './get-similar-data.dto';
 export { UpdateDataDto } from './update-data.dto';
 export { DeleteBulkDataDto } from './delete-bulk-data.dto';
 export { ScrollDto } from './scroll.dto';
diff --git a/apps/api/src/common/repositories/opensearch.repository.spec.ts b/apps/api/src/common/repositories/opensearch.repository.spec.ts
index c4075a903..05a91f712 100644
--- a/apps/api/src/common/repositories/opensearch.repository.spec.ts
+++ b/apps/api/src/common/repositories/opensearch.repository.spec.ts
@@ -23,8 +23,9 @@ import type { Client } from '@opensearch-project/opensearch';
 import type { TextProperty } from '@opensearch-project/opensearch/api/_types/_common.mapping';
 
 import { getMockProvider } from '@/test-utils/util-functions';
-import { CreateDataDto, PutMappingsDto } from './dtos';
+import {CreateDataDto, PutMappingsDto} from './dtos';
 import { OpensearchRepository } from './opensearch.repository';
+import {SpaceType} from "@/common/repositories/dtos/create-knn-index.dto";
 
 const MockClient = {
   indices: {
@@ -283,4 +284,56 @@ describe('Opensearch Repository Test suite', () => {
   describe('getTotal', () => {
     return;
   });
+
+  describe('createKNNIndex', () => {
+    it('positive case', async () => {
+      const index = faker.number.int().toString();
+      const spaceType = SpaceType.CosineSimil;
+      const dimension = 3072;
+      const indexName = 'si_' + index.toLowerCase() + '_' + spaceType.toString().toLowerCase();
+      jest.spyOn(osClient.indices, 'create');
+      jest.spyOn(osClient.indices, 'putAlias');
+
+      await osRepo.createKNNIndex({ index, dimension, spaceType });
+
+      expect(osClient.indices.create).toBeCalledTimes(1);
+      expect(osClient.indices.create).toBeCalledWith({
+        index: indexName,
+        body: {
+          settings: {
+            index: {
+              knn: true,
+              'knn.algo_param.ef_search': 100,
+            },
+          },
+          mappings: {
+            properties: {
+              embedding: {
+                type: 'knn_vector',
+                dimension: 3072,
+                method: {
+                  name: 'hnsw',
+                  space_type: spaceType,
+                  engine: 'nmslib',
+                  parameters: {
+                    ef_construction: 100,
+                    m: 16,
+                  },
+                },
+              },
+            },
+          }
+        },
+      });
+      expect(osClient.indices.putAlias).toBeCalledTimes(1);
+      expect(osClient.indices.putAlias).toBeCalledWith({
+        index: indexName,
+        name: index,
+      });
+    });
+  })
+
+  describe('getSimilarData', () => {
+    return;
+  })
 });
diff --git a/apps/api/src/common/repositories/opensearch.repository.ts b/apps/api/src/common/repositories/opensearch.repository.ts
index c5ac43539..1c8160367 100644
--- a/apps/api/src/common/repositories/opensearch.repository.ts
+++ b/apps/api/src/common/repositories/opensearch.repository.ts
@@ -25,11 +25,11 @@ import {
 } from '@nestjs/common';
 import { Client, errors } from '@opensearch-project/opensearch';
 
-import type {
+import {
   CreateDataDto,
-  CreateIndexDto,
+  CreateIndexDto, CreateKnnIndexDto,
   DeleteBulkDataDto,
-  GetDataDto,
+  GetDataDto, GetSimilarDataDto,
   PutMappingsDto,
   ScrollDto,
   UpdateDataDto,
@@ -76,6 +76,64 @@ export class OpensearchRepository {
     });
   }
 
+  async createKNNIndex({ index, spaceType }: CreateKnnIndexDto) {
+    const indexName = 'si_' + index.toLowerCase() + '_' + spaceType.toString().toLowerCase();
+
+    await this.opensearchClient.indices.create({
+      index: indexName,
+      body: {
+        settings: {
+            index: {
+                knn: true,
+                'knn.algo_param.ef_search': 100,
+            },
+        },
+        mappings: {
+            properties: {
+                embedding: {
+                type: 'knn_vector',
+                dimension: 3072,
+                method: {
+                    name: 'hnsw',
+                    space_type: spaceType,
+                    engine: 'nmslib',
+                    parameters: {
+                    ef_construction: 100,
+                    m: 16,
+                    },
+                },
+                },
+            },
+        }
+      },
+    });
+    await this.opensearchClient.indices.putAlias({
+      index: indexName,
+      name: index,
+    });
+  }
+
+  async getSimilarData({ index, topK, embedding }: GetSimilarDataDto) {
+    const { body } = await this.opensearchClient.search({
+      index: index,
+      body: {
+        query: {
+          knn: {
+            embedding: {
+              vector: embedding,
+              k: topK,
+            },
+          },
+        },
+      },
+    });
+
+    return body.hits.hits.map((v) => ({
+      id: v._id,
+      score: v._score,
+    }));
+  }
+
   async putMappings({ index, mappings }: PutMappingsDto) {
     const { statusCode } = await this.opensearchClient.indices.exists({
       index,