diff --git a/docs/en_US/release_notes_9_14.rst b/docs/en_US/release_notes_9_14.rst
index f841dcd5cd5..e9c9e6bf7af 100644
--- a/docs/en_US/release_notes_9_14.rst
+++ b/docs/en_US/release_notes_9_14.rst
@@ -28,6 +28,7 @@ Housekeeping
 Bug fixes
 *********
 
+  | `Issue #9729 <https://github.com/pgadmin-org/pgadmin4/issues/9729>`_ -  Fixed an issue where some LLM models would not use database tools in the AI assistant, instead returning text descriptions of tool calls.
   | `Issue #9279 <https://github.com/pgadmin-org/pgadmin4/issues/9279>`_ -  Fixed an issue where OAuth2 authentication fails with 'object has no attribute' if OAUTH2_AUTO_CREATE_USER is False.
   | `Issue #9392 <https://github.com/pgadmin-org/pgadmin4/issues/9392>`_ -  Ensure that the Geometry Viewer refreshes when re-running queries or switching geometry columns, preventing stale data from being displayed.
   | `Issue #9721 <https://github.com/pgadmin-org/pgadmin4/issues/9721>`_ -  Fixed an issue where permissions page is not completely accessible on full scroll.
diff --git a/web/pgadmin/llm/prompts/nlq.py b/web/pgadmin/llm/prompts/nlq.py
index 78dd337466a..e40854292c4 100644
--- a/web/pgadmin/llm/prompts/nlq.py
+++ b/web/pgadmin/llm/prompts/nlq.py
@@ -13,12 +13,19 @@
 integrated into pgAdmin 4.
 Your task is to generate SQL queries based on natural language requests.
 
-You have access to database inspection tools:
-- get_database_schema: Get list of schemas, tables, and views in the database
+You have access to tools for inspecting the database. ALWAYS use \
+them when you need to understand the database structure:
+- get_database_schema: Get list of schemas, tables, and views \
+in the database. Call this first to discover what's available.
+- get_table_columns: Get column details for a specific table.
 - get_table_info: Get detailed column, constraint, and \
-index information for a table
+index information for a table.
 - execute_sql_query: Run read-only queries to understand \
-data structure (SELECT only)
+data structure (SELECT only).
+
+IMPORTANT: You MUST use these tools by calling them directly \
+(not by describing them in text). Start by calling \
+get_database_schema to discover available tables.
 
 Guidelines:
 - Use get_database_schema to discover available tables before writing queries
@@ -28,11 +35,12 @@
 - Use explicit column names instead of SELECT *
 - For UPDATE/DELETE, always include WHERE clauses
 
-Your response MUST be a JSON object in this exact format:
+Once you have explored the database structure using the tools above, \
+provide your final answer as a JSON object in this exact format:
 {"sql": "YOUR SQL QUERY HERE", "explanation": "Brief explanation"}
 
-Rules:
-- Return ONLY the JSON object, nothing else
+Rules for the final response:
+- Return ONLY the JSON object, no other text
 - No markdown code blocks
 - If you need clarification, set "sql" to null and put \
 your question in "explanation"