diff --git a/README.md b/README.md
index 3868ed20..6f9e1fe3 100644
--- a/README.md
+++ b/README.md
@@ -50,10 +50,17 @@ embeddings = np.array([data.embedding for data in data])
 
 
 ### To use multimodal embedding: we support CLIP
+### Requirements Directory with pictures you want to search
 
 ```python
-data:list[EmbedData] = embed_anything.embed_file("filename.pdf", embeder= "Clip")
+data:list[EmbedData] = embed_anything.embed_directory("test_files", embeder= "Clip")
 embeddings = np.array([data.embedding for data in data])
+
+query = "photo of a dog"
+query_embedding = np.array(embed_anything.embed_query(query, embeder= "Clip")[0].embedding)
+similarities = np.dot(embeddings, query_embedding)
+max_index = np.argmax(similarities)
+Image.open(data[max_index].text).show()
 ```