diff --git a/templates/sql-pgvector/sql_pgvector/chain.py b/templates/sql-pgvector/sql_pgvector/chain.py
index 63a641d1b8f..2b006f617b3 100644
--- a/templates/sql-pgvector/sql_pgvector/chain.py
+++ b/templates/sql-pgvector/sql_pgvector/chain.py
@@ -13,7 +13,7 @@ from prompt_templates import postgresql_template, final_template
 
 
 """
-# TODO explain how to setup
+IMPORTANT: For using this template, you will need to follow the setup steps in the readme file
 """
 
 if os.environ.get("OPENAI_API_KEY", None) is None:
@@ -49,6 +49,7 @@ def get_query(query):
     sql_query = re.sub(r"\[([\w\s,]+)\]", replace_brackets, query)
     return sql_query
 
+
 # -----------------------
 # Now we create the chain
 # -----------------------
diff --git a/templates/sql-pgvector/sql_pgvector/prompt_templates.py b/templates/sql-pgvector/sql_pgvector/prompt_templates.py
index 564aa84d3ab..d3d1a62c4fc 100644
--- a/templates/sql-pgvector/sql_pgvector/prompt_templates.py
+++ b/templates/sql-pgvector/sql_pgvector/prompt_templates.py
@@ -6,7 +6,7 @@ Pay attention to use only the column names you can see in the tables below. Be c
 Pay attention to use date('now') function to get the current date, if the question involves "today".
 
 You can use an extra extension which allows you to run semantic similarity using <-> operator on tables containing columns named "embeddings".
-<-> operator can ONLY be used on embeddings columns.
+<-> operator can ONLY be used on embeddings vector columns.
 The embeddings value for a given row typically represents the semantic meaning of that row.
 The vector represents an embedding representation of the question, given below. 
 Do NOT fill in the vector values directly, but rather specify a `[search_word]` placeholder, which should contain the word that would be embedded for filtering.