diff --git a/README.md b/README.md
index 5a7978b..9aef7b1 100755
--- a/README.md
+++ b/README.md
@@ -6,6 +6,7 @@ This is an intuitive async Scala client for Pinecone API supporting all the avai
 * **Vector Operations**: [describeIndexStats](https://docs.pinecone.io/reference/describe_index_stats_post), [query](https://docs.pinecone.io/reference/query), [delete](https://docs.pinecone.io/reference/delete_post), [fetch](https://docs.pinecone.io/reference/fetch), [update](https://docs.pinecone.io/reference/update), and [upsert](https://docs.pinecone.io/reference/upsert)
 * **Collection Operations**: [listCollections](https://docs.pinecone.io/reference/list_collections), [createCollection](https://docs.pinecone.io/reference/create_collection), [describeCollection](https://docs.pinecone.io/reference/describe_collection), and [deleteCollection](https://docs.pinecone.io/reference/delete_collection)
 * **Index Operations**: [listIndexes](https://docs.pinecone.io/reference/list_indexes), [creatIndex](https://docs.pinecone.io/reference/create_index), [describeIndex](https://docs.pinecone.io/reference/describe_index), [deleteIndex](https://docs.pinecone.io/reference/delete_index), and [configureIndex](https://docs.pinecone.io/reference/configure_index)
+* **Inference Operations**: [embedData](https://docs.pinecone.io/reference/api/inference/generate-embeddings)
 
 Note that in order to be consistent with the Pinecone API naming, the service function names match exactly the API endpoint titles/descriptions with camelcase.
 Also, we aimed the lib to be self-contained with the fewest dependencies possible therefore we ended up using only two libs `play-ahc-ws-standalone` and `play-ws-standalone-json` (at the top level).  
@@ -61,7 +62,7 @@ Then you can obtain a service (pod or serverless-based) in one of the following
 - Custom config
 ```scala
   val config = ConfigFactory.load("path_to_my_custom_config")
-  val service = PineconeInd[ServerlessPineconeInferenceServiceImplSpec.scala](pinecone-client%2Fsrc%2Ftest%2Fscala%2Fio%2Fcequence%2Fpineconescala%2Fservice%2FServerlessPineconeInferenceServiceImplSpec.scala)exServiceFactory(config)
+  val service = PineconeIndexServiceFactory(config)
 ```
 
 - Without config for pod-based service (with env)