{
  "timestamp": "2025-08-04T16:20:52.349838",
  "phase": "content_strategy",
  "analysis": {
    "inputs": {
      "required_inputs": {
        "user_id": {
          "type": "integer",
          "description": "User identifier for personalization",
          "required": true,
          "example": 1
        },
        "name": {
          "type": "string",
          "description": "Strategy name for identification",
          "required": true,
          "example": "Digital Marketing Strategy"
        },
        "industry": {
          "type": "string",
          "description": "Business industry for context",
          "required": true,
          "example": "technology"
        },
        "target_audience": {
          "type": "object",
          "description": "Target audience demographics and preferences",
          "required": true,
          "example": {
            "demographics": [
              "professionals",
              "business_owners"
            ],
            "interests": [
              "digital_marketing",
              "content_creation"
            ],
            "age_range": "25-45",
            "location": "global"
          }
        },
        "content_pillars": {
          "type": "array",
          "description": "Content pillars and themes",
          "required": false,
          "example": [
            {
              "name": "Educational Content",
              "description": "How-to guides and tutorials",
              "content_types": [
                "blog",
                "video",
                "webinar"
              ]
            }
          ]
        }
      },
      "optional_inputs": {
        "ai_recommendations": {
          "type": "object",
          "description": "AI-generated recommendations",
          "required": false
        },
        "strategy_id": {
          "type": "integer",
          "description": "Existing strategy ID for updates",
          "required": false
        }
      },
      "data_sources": [
        "User onboarding data",
        "Industry benchmarks",
        "Competitor analysis",
        "Historical performance data",
        "Market trends"
      ]
    },
    "ai_prompts": {
      "strategic_intelligence_prompt": {
        "purpose": "Generate strategic intelligence for content planning",
        "components": [
          "Strategy data analysis",
          "Market positioning assessment",
          "Competitive advantage identification",
          "Strategic score calculation",
          "Risk assessment",
          "Opportunity analysis"
        ],
        "input_data": [
          "strategy_id",
          "market_data (optional)",
          "historical performance",
          "competitor analysis",
          "industry trends"
        ],
        "output_structure": {
          "strategy_id": "integer",
          "market_positioning": "object",
          "competitive_advantages": "array",
          "strategic_scores": "object",
          "risk_assessment": "array",
          "opportunity_analysis": "array",
          "analysis_date": "datetime"
        }
      },
      "performance_trends_prompt": {
        "purpose": "Analyze performance trends for content strategy",
        "components": [
          "Metric trend analysis",
          "Predictive insights generation",
          "Performance score calculation",
          "Recommendation generation"
        ],
        "metrics_analyzed": [
          "engagement_rate",
          "reach",
          "conversion_rate",
          "click_through_rate"
        ]
      },
      "content_evolution_prompt": {
        "purpose": "Analyze content evolution over time",
        "components": [
          "Content type evolution analysis",
          "Engagement pattern analysis",
          "Performance trend analysis",
          "Evolution recommendation generation"
        ]
      }
    },
    "data_points": {
      "strategic_insights": {
        "description": "AI-generated strategic insights for content planning",
        "structure": [
          {
            "id": "string",
            "type": "string",
            "title": "string",
            "description": "string",
            "priority": "string",
            "estimated_impact": "string",
            "created_at": "datetime"
          }
        ],
        "example": {
          "id": "market_position_1",
          "type": "warning",
          "title": "Market Positioning Needs Improvement",
          "description": "Your market positioning score is 4/10. Consider strategic adjustments.",
          "priority": "high",
          "estimated_impact": "significant",
          "created_at": "2024-08-01T10:00:00Z"
        }
      },
      "market_positioning": {
        "description": "Market positioning analysis and scores",
        "structure": {
          "industry_position": "string",
          "competitive_advantage": "string",
          "market_share": "string",
          "positioning_score": "integer"
        },
        "example": {
          "industry_position": "emerging",
          "competitive_advantage": "AI-powered content",
          "market_share": "2.5%",
          "positioning_score": 4
        }
      },
      "strategic_scores": {
        "description": "Strategic performance scores",
        "structure": {
          "overall_score": "float",
          "content_quality_score": "float",
          "engagement_score": "float",
          "conversion_score": "float",
          "innovation_score": "float"
        },
        "example": {
          "overall_score": 7.2,
          "content_quality_score": 8.1,
          "engagement_score": 6.8,
          "conversion_score": 7.5,
          "innovation_score": 8.3
        }
      },
      "risk_assessment": {
        "description": "Strategic risk assessment",
        "structure": [
          {
            "type": "string",
            "severity": "string",
            "description": "string",
            "mitigation_strategy": "string"
          }
        ],
        "example": [
          {
            "type": "market_competition",
            "severity": "medium",
            "description": "Increasing competition in AI content space",
            "mitigation_strategy": "Focus on unique value propositions"
          }
        ]
      },
      "opportunity_analysis": {
        "description": "Strategic opportunity analysis",
        "structure": [
          {
            "title": "string",
            "description": "string",
            "estimated_impact": "string",
            "implementation_difficulty": "string",
            "timeline": "string"
          }
        ],
        "example": [
          {
            "title": "Video Content Expansion",
            "description": "Expand into video content to capture growing demand",
            "estimated_impact": "high",
            "implementation_difficulty": "medium",
            "timeline": "3-6 months"
          }
        ]
      },
      "recommendations": {
        "description": "AI-generated strategic recommendations",
        "structure": [
          {
            "id": "string",
            "type": "string",
            "title": "string",
            "description": "string",
            "priority": "string",
            "estimated_impact": "string",
            "action_items": "array"
          }
        ],
        "example": [
          {
            "id": "rec_001",
            "type": "content_strategy",
            "title": "Implement AI-Powered Content Personalization",
            "description": "Use AI to personalize content for different audience segments",
            "priority": "high",
            "estimated_impact": "significant",
            "action_items": [
              "Implement AI content recommendation engine",
              "Create audience segmentation strategy",
              "Develop personalized content templates"
            ]
          }
        ]
      }
    },
    "frontend_mapping": {
      "dashboard_components": {
        "strategy_overview": {
          "backend_data": "strategic_scores",
          "frontend_component": "StrategyOverviewCard",
          "data_mapping": {
            "overall_score": "score",
            "content_quality_score": "qualityScore",
            "engagement_score": "engagementScore",
            "conversion_score": "conversionScore"
          }
        },
        "strategic_insights": {
          "backend_data": "strategic_insights",
          "frontend_component": "InsightsList",
          "data_mapping": {
            "title": "title",
            "description": "description",
            "priority": "priority",
            "type": "type"
          }
        },
        "market_positioning": {
          "backend_data": "market_positioning",
          "frontend_component": "MarketPositioningChart",
          "data_mapping": {
            "positioning_score": "score",
            "industry_position": "position",
            "competitive_advantage": "advantage"
          }
        },
        "risk_assessment": {
          "backend_data": "risk_assessment",
          "frontend_component": "RiskAssessmentPanel",
          "data_mapping": {
            "type": "riskType",
            "severity": "severity",
            "description": "description",
            "mitigation_strategy": "mitigation"
          }
        },
        "opportunities": {
          "backend_data": "opportunity_analysis",
          "frontend_component": "OpportunitiesList",
          "data_mapping": {
            "title": "title",
            "description": "description",
            "estimated_impact": "impact",
            "implementation_difficulty": "difficulty"
          }
        },
        "recommendations": {
          "backend_data": "recommendations",
          "frontend_component": "RecommendationsPanel",
          "data_mapping": {
            "title": "title",
            "description": "description",
            "priority": "priority",
            "action_items": "actions"
          }
        }
      },
      "data_flow": {
        "api_endpoints": {
          "get_strategies": "/api/content-planning/strategies/",
          "get_strategy_by_id": "/api/content-planning/strategies/{id}",
          "create_strategy": "/api/content-planning/strategies/",
          "update_strategy": "/api/content-planning/strategies/{id}",
          "delete_strategy": "/api/content-planning/strategies/{id}"
        },
        "response_structure": {
          "status": "success/error",
          "data": "strategy_data",
          "message": "user_message",
          "timestamp": "iso_datetime"
        }
      }
    },
    "test_results": {
      "test_cases": [
        {
          "name": "Strategy Creation - Required Fields",
          "status": "passed",
          "message": "All required fields present"
        },
        {
          "name": "Strategy Retrieval - User ID Validation",
          "status": "passed",
          "message": "User ID validation passed"
        },
        {
          "name": "Strategic Intelligence - Structure Validation",
          "status": "passed",
          "message": "Expected structure contains 6 required keys"
        },
        {
          "name": "Data Structure Validation",
          "status": "passed",
          "message": "Data structures properly defined"
        }
      ],
      "summary": {
        "total_tests": 4,
        "passed": 4,
        "failed": 0,
        "success_rate": 100.0
      }
    }
  }
}