Update app.py

app.py

@@ -167,86 +167,238 @@ def create_research_crew(topic: str):
         search_tool = SerperDevTool()
         log_agent_activity("System", "Initialized SerperDev search tool")
 
-        researcher = Agent(
+      researcher = Agent(
             role='Research Analyst',
-            goal=f'Conduct comprehensive market research about {topic} with detailed metrics and verifiable sources',
-            backstory="""You are an experienced market research analyst who focuses on gathering concrete data points 
-            and always verifies sources using real-time market data.""",
+            goal=f'Conduct exhaustive market research about {topic} with comprehensive analysis and multiple data sources',
+            backstory="""You are a senior market research analyst with 15+ years of experience in conducting 
+            detailed industry analysis. You excel at gathering in-depth market data, analyzing industry trends, 
+            and identifying market patterns through multiple verified sources. You always ensure data accuracy 
+            and provide contextual analysis alongside raw data. You're known for producing comprehensive 
+            research reports that combine quantitative data with qualitative insights.""",
             tools=[search_tool],
             verbose=True
         )
         
         analyst = Agent(
             role='Data Analyst',
-            goal='Transform research data into actionable insights with visualization-ready metrics',
-            backstory="""You are a skilled data analyst who excels at interpreting market research and creating 
-            data-driven insights from verified sources.""",
+            goal='Transform research data into profound market insights with detailed analysis and visualizations',
+            backstory="""You are an expert data analyst and market intelligence specialist with deep expertise 
+            in converting complex market data into actionable insights. You specialize in predictive analytics, 
+            trend analysis, and creating data visualizations that tell compelling stories. You have a 
+            track record of identifying hidden market opportunities and providing nuanced analysis of market dynamics.
+            You excel at breaking down complex market phenomena into understandable insights.""",
             tools=[search_tool],
             verbose=True
         )
         
         writer = Agent(
             role='Report Writer',
-            goal='Create professional market research reports with executive summary and detailed analysis',
-            backstory="You are an expert business writer who specializes in creating clear, comprehensive market research reports.",
+            goal='Create extensive, professional market research reports with compelling narratives and insights',
+            backstory="""You are a seasoned business writer and market research expert who specializes in creating 
+            comprehensive, engaging market research reports. You excel at weaving data and insights into compelling 
+            narratives that provide deep understanding of market dynamics. You're skilled at creating well-structured, 
+            detailed reports that maintain reader engagement while delivering thorough analysis. You're known for your 
+            ability to explain complex market dynamics in clear, professional language while maintaining attention to detail.""",
             verbose=True
         )
 
         research_task = Task(
             description=f"""
-            Conduct extensive market research on {topic} with:
-            1. Market Overview (market size, growth rates, projections)
-            2. Competitive Analysis (market shares, positioning)
-            3. Market Dynamics (drivers, challenges, trends)
-            
-            Provide specific numerical values and sources.
-            Format data for visualization.
+            Conduct exhaustive market research on {topic} with:
+
+            1. Comprehensive Market Overview:
+               - Detailed market size analysis (historical, current, and projected)
+               - Growth rates and CAGR with supporting rationale
+               - Market segmentation analysis (by type, application, region, etc.)
+               - Value chain analysis
+               - Pricing analysis and trends
+               - Regional market breakdowns with specific data points
+               - Key market metrics and KPIs
+
+            2. In-depth Competitive Analysis:
+               - Detailed profiles of key players
+               - Market share analysis with historical trends
+               - Competitive strategies and positioning
+               - Recent developments and their impact
+               - SWOT analysis of major players
+               - Competitive advantages and differentiators
+               - Market concentration and fragmentation analysis
+
+            3. Extensive Market Dynamics:
+               - Detailed analysis of growth drivers with specific examples
+               - Comprehensive examination of market challenges
+               - Emerging trends with supporting data
+               - Regulatory landscape and its impact
+               - Technology impact assessment
+               - Patent analysis and innovation trends
+               - Consumer behavior analysis
+               - Supply-demand gap analysis
+
+            4. Economic and External Factors:
+               - Macroeconomic influences
+               - Industry-specific economic indicators
+               - Global and regional economic impacts
+               - Trade dynamics and supply chain analysis
+               - Investment patterns and M&A activity
+
+            Use multiple sources for verification and cross-reference all data points.
+            Include case studies and specific examples where relevant.
+            Provide rich context for all numerical data.
+            Format all data to be visualization-ready.
             """,
             agent=researcher,
-            expected_output="Comprehensive research data with specific metrics and sources"
+            expected_output="Exhaustive research data with comprehensive analysis and verified sources"
         )
 
         analysis_task = Task(
             description=f"""
-            Analyze the findings and provide:
-            1. Growth projections and trends (5 years)
-            2. Market share analysis
-            3. Competitive landscape
-            4. Strategic recommendations
-            
-            Include specific numbers and percentages.
+            Perform comprehensive analysis of the research findings:
+
+            1. Strategic Market Analysis:
+               - Detailed 5-year growth projections with scenario analysis
+               - Market maturity assessment
+               - Porter's Five Forces analysis
+               - Market attractiveness analysis
+               - Investment opportunity assessment
+               - Risk analysis and mitigation strategies
+
+            2. Advanced Data Analysis:
+               - Time series analysis of key metrics
+               - Correlation analysis between market factors
+               - Market share evolution analysis
+               - Price sensitivity analysis
+               - Demand forecasting models
+               - Regional market potential assessment
+               - Market penetration analysis
+
+            3. Competitive Intelligence:
+               - Detailed competitor benchmarking
+               - Market positioning matrix
+               - Strategic group mapping
+               - Competitive strategy analysis
+               - Market entry barriers assessment
+               - Future competitive scenarios
+
+            4. Trend Analysis:
+               - Technology adoption curves
+               - Consumer trend analysis
+               - Innovation impact assessment
+               - Market disruption analysis
+               - Future market scenarios
+               - Emerging opportunities assessment
+
+            Create visualization-ready data for:
+            - Market size and growth trends
+            - Competitive landscape maps
+            - Regional distribution charts
+            - Market share evolution
+            - Value chain analysis
+            - Technology adoption curves
+            - Price trend analysis
+            - Market segmentation
+            - Key player comparison matrices
+
+            Include specific metrics, percentages, and growth rates.
+            Provide context and implications for all analyses.
+            Format data for multiple visualization types.
             """,
             agent=analyst,
-            expected_output="Detailed analysis with visualization-ready metrics",
+            expected_output="Comprehensive analysis with visualization-ready metrics and detailed insights",
             context=[research_task]
         )
 
         report_task = Task(
             description=f"""
-            Create a professional report with:
-            1. Executive Summary (2-3 pages)
-            2. Detailed Report (10+ pages)
-            3. Sources and Citations
-            
+            Create an extensive professional report including:
+
+            1. Executive Summary (3-4 pages):
+               - Key findings and insights
+               - Critical market metrics
+               - Major trends and developments
+               - Strategic implications
+               - Investment opportunities
+               - Future outlook
+               - Key recommendations
+
+            2. Comprehensive Market Analysis (15-20 pages):
+               a) Market Overview
+                  - Market definition and segmentation
+                  - Market size and growth analysis
+                  - Value chain analysis
+                  - Market structure and dynamics
+                  - Regional market analysis
+                  - Pricing analysis
+
+               b) Competitive Landscape
+                  - Market share analysis
+                  - Key player profiles
+                  - Competitive strategies
+                  - Market positioning
+                  - SWOT analysis
+                  - Recent developments
+
+               c) Market Dynamics
+                  - Growth drivers analysis
+                  - Market challenges
+                  - Opportunity assessment
+                  - Trend analysis
+                  - Technology impact
+                  - Regulatory framework
+
+               d) Future Outlook
+                  - Market forecasts
+                  - Trend projections
+                  - Scenario analysis
+                  - Strategic recommendations
+                  - Risk analysis
+                  - Success factors
+
+            3. Appendices
+               - Detailed methodology
+               - Data tables
+               - Additional charts and graphs
+               - Case studies
+               - Glossary
+               - Sources and citations
+
             Format as JSON:
             {{
                 "exec_summary": {{
-                    "summary": "text",
-                    "market_size": "data",
-                    "growth_rate": "data",
-                    "key_players": "data"
+                    "summary": "comprehensive executive overview",
+                    "market_size": "detailed market size analysis",
+                    "growth_rate": "detailed growth projections",
+                    "key_players": "detailed competitive analysis",
+                    "critical_insights": "key strategic insights",
+                    "recommendations": "strategic recommendations"
+                }},
+                "detailed_report": {{
+                    "market_overview": "comprehensive market analysis",
+                    "competitive_landscape": "detailed competitive analysis",
+                    "market_dynamics": "in-depth market dynamics",
+                    "future_outlook": "detailed projections and scenarios",
+                    "strategic_implications": "strategic analysis and recommendations"
                 }},
-                "detailed_report": "text",
                 "sources": ["source1", "source2"],
                 "metrics": {{
                     "market_size_data": [],
                     "growth_rates": [],
-                    "market_shares": []
+                    "market_shares": {{}},
+                    "regional_distribution": [],
+                    "segment_analysis": [],
+                    "competitor_metrics": {},
+                    "trend_indicators": []
+                }},
+                "visualizations": {{
+                    "market_growth": "time series data",
+                    "competitive_landscape": "positioning data",
+                    "regional_analysis": "geographical data",
+                    "segment_breakdown": "segmentation data",
+                    "trend_analysis": "trend indicators"
                 }}
             }}
             """,
             agent=writer,
-            expected_output="JSON containing executive summary and detailed report",
+            expected_output="Comprehensive JSON containing detailed executive summary and full report",
             context=[research_task, analysis_task]
         )