Update agents.py

agents.py

@@ -137,67 +137,78 @@ def create_research_crew(topic: str):
 
         report_task = Task(
             description="""
-            Create a comprehensive market research report:
-
-            1. Executive Summary (2-3 pages):
-                - Key findings
-                - Market highlights
-                - Strategic implications
-                - Recommendations
-                - Investment thesis
-
-            2. Comprehensive Analysis (15-20 pages):
-                - Detailed market analysis
-                - Competitive landscape
-                - Strategic insights
-                - Future outlook
-                - Risk analysis
-
-            3. Supporting Materials:
+            Create a comprehensive market research report following this structure:
+
+            === EXECUTIVE SUMMARY ===
+            Start with a 2-3 page executive summary that includes:
+            - Key market findings and insights
+            - Critical market metrics and highlights
+            - Major strategic implications
+            - Core recommendations
+            - Investment potential
+
+            === MARKET ANALYSIS ===
+            Provide detailed market analysis covering:
+            1. Market Overview
+                - Define market scope and segmentation
+                - Current market size and valuation
+                - Historical growth analysis
+                - Future growth projections
+                - Key market segments
+                - Geographic distribution
+                - Value chain analysis
+
+            2. Industry Dynamics
+                - Growth drivers (with examples)
+                - Market challenges
+                - Emerging opportunities
+                - Current trends
+                - Technology impact
+                - Regulatory landscape
+
+            3. Competitive Landscape
+                - Market structure
+                - Key player profiles
+                - Market share analysis
+                - Competitive strategies
+                - Recent developments
+                - SWOT analysis
                 - Case studies
-                - Company profiles
-                - Data tables
-                - Source citations
-                - Methodology notes
-
-            Format as JSON:
-            {
-                "exec_summary": {
-                    "summary": "comprehensive executive overview",
-                    "market_highlights": "key market metrics and findings",
-                    "strategic_implications": "main strategic insights",
-                    "recommendations": "key recommendations"
-                },
-                "market_analysis": {
-                    "overview": "detailed market overview section",
-                    "dynamics": "comprehensive industry dynamics",
-                    "competitive_landscape": "detailed competitive analysis",
-                    "strategic_analysis": "in-depth strategic insights"
-                },
-                "future_outlook": "detailed future projections and implications",
-                "appendices": "supporting data and sources",
-                "sources": ["source1", "source2", "..."],
-                "metrics": {
-                    "market_size": "current and projected size",
-                    "growth_rate": "historical and projected growth",
-                    "market_shares": "key player market shares",
-                    "key_metrics": "other important metrics"
-                }
-            }
+
+            4. Strategic Analysis
+                - Porter's Five Forces
+                - Success factors
+                - Entry barriers
+                - Risk assessment
+                - Growth vectors
+                - Strategic recommendations
+
+            === FUTURE OUTLOOK ===
+            Provide comprehensive future projections:
+            - Market forecasts
+            - Emerging trends
+            - Technology roadmap
+            - Future scenarios
+            - Strategic implications
+
+            === SOURCES AND METHODOLOGY ===
+            List all sources used and methodology followed.
 
             Requirements:
-            - Clear, professional writing
-            - Logical flow of information
-            - Evidence-based conclusions
-            - Actionable recommendations
-            - 5-10 credible sources
-            - Recent data points
+            - Write in clear, professional language
+            - Use specific numbers and metrics
+            - Include recent case studies
+            - Cite 5-10 credible sources
+            - Provide confidence levels for projections
+            - Use contextual examples
+
+            Structure the content with clear headings (use === for main sections and ## for subsections)
+            Make it a narrative document that flows well and tells a story about the market.
             """,
             agent=writer,
-            expected_output="Professional report with executive summary and detailed analysis",
+            expected_output="A comprehensive narrative market research report with detailed analysis",
             context=[research_task, analysis_task]
         )
-
         return Crew(
             agents=[researcher, analyst, writer],
             tasks=[research_task, analysis_task, report_task],