diff --git a/ai_agent_tutorials/ai_startup_org_agents/README.md b/ai_agent_tutorials/ai_startup_org_agents/README.md
index 3b12ea1..531bbee 100644
--- a/ai_agent_tutorials/ai_startup_org_agents/README.md
+++ b/ai_agent_tutorials/ai_startup_org_agents/README.md
@@ -1,4 +1,4 @@
-# AI Startup Organization Agency 🚀
+# AI Startup Services Agency 🚀
 
 An intelligent multi-agent system that provides comprehensive startup analysis and strategic guidance for a startup you'd want to build using Agency Swarm framework and OpenAI's GPT models
 
@@ -32,7 +32,7 @@ https://github.com/user-attachments/assets/64a240b1-4597-48b0-84b2-9230753e1228
   - Suggests optimal tech stack and cloud solutions
   - Estimates development costs and timelines
 
-- **Marketing Manager Agent**: Marketing strategy leader
+- **Client Success Agent**: Marketing strategy leader
   - Develops go-to-market strategies
   - Plans customer acquisition approaches
   - Coordinates with product team
@@ -40,8 +40,8 @@ https://github.com/user-attachments/assets/64a240b1-4597-48b0-84b2-9230753e1228
 ### Custom Tools
 
 The agency uses specialized tools built with OpenAI Schema for structured analysis:
-- **Analysis Tools**: AnalyzeStartupTool for market evaluation, MakeStrategicDecision for decision tracking
-- **Technical Tools**: QueryTechnicalRequirements and EvaluateTechnicalFeasibility for technical assessment
+- **Analysis Tools**: AnalyzeProjectRequirements for market evaluation and analysis of startup idea
+- **Technical Tools**: CreateTechnicalSpecification for technical assessment
 
 ### 🔄 Asynchronous Communication
 
@@ -76,7 +76,7 @@ Before anything else, Please get your OpenAI API Key here: https://platform.open
 
 3. **Run the Streamlit app**:
     ```bash
-    streamlit run ai_startup_org_agents/main.py
+    streamlit run ai_startup_org_agents/agency.py
     ```
 
 4. **Enter your OpenAI API Key** in the sidebar when prompted and start analyzing your startup idea!
diff --git a/ai_agent_tutorials/ai_startup_org_agents/agency.py b/ai_agent_tutorials/ai_startup_org_agents/agency.py
index c35cc64..f76ee98 100644
--- a/ai_agent_tutorials/ai_startup_org_agents/agency.py
+++ b/ai_agent_tutorials/ai_startup_org_agents/agency.py
@@ -5,27 +5,6 @@ import streamlit as st
 from instructor import OpenAISchema
 import asyncio
 
-# Schema Classes
-class ProjectRequirements(OpenAISchema):
-    """Schema for project requirements analysis"""
-    project_scope: str
-    complexity: Literal["high", "medium", "low"]
-    estimated_timeline: str
-    key_deliverables: List[str]
-    technical_requirements: List[str]
-    budget_range: str
-    potential_challenges: List[str]
-
-class TechnicalSpecification(OpenAISchema):
-    """Schema for technical architecture and specifications"""
-    architecture_type: str
-    core_technologies: List[str]
-    api_requirements: List[str]
-    database_design: Dict[str, List[str]]
-    security_requirements: List[str]
-    scalability_considerations: List[str]
-    estimated_development_hours: int
-
 # Tools
 class AnalyzeProjectRequirements(BaseTool):
     """Tool for comprehensive project analysis"""