{
  "comparison_results": {
    "health_health": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "health_backend": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "health_ai": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "strategy_create": {
      "status": "failed",
      "reason": "Response content mismatch",
      "content_diff": {
        "id": {
          "baseline": 1,
          "refactored": 5
        },
        "name": {
          "baseline": "Test Strategy",
          "refactored": "Comparison Test Strategy"
        },
        "created_at": {
          "baseline": "2025-08-04T13:10:20.476464",
          "refactored": "2025-08-04T15:34:07.374820"
        },
        "updated_at": {
          "baseline": "2025-08-04T13:10:20.476467",
          "refactored": "2025-08-04T15:34:07.374824"
        }
      },
      "baseline": {
        "id": 1,
        "name": "Test Strategy",
        "industry": "technology",
        "target_audience": {
          "age_range": "25-45",
          "interests": [
            "technology",
            "innovation"
          ],
          "location": "global"
        },
        "content_pillars": [
          {
            "name": "Educational Content",
            "percentage": 40
          },
          {
            "name": "Thought Leadership",
            "percentage": 30
          },
          {
            "name": "Product Updates",
            "percentage": 30
          }
        ],
        "ai_recommendations": {
          "priority_topics": [
            "AI",
            "Machine Learning"
          ],
          "content_frequency": "daily",
          "platform_focus": [
            "LinkedIn",
            "Website"
          ]
        },
        "created_at": "2025-08-04T13:10:20.476464",
        "updated_at": "2025-08-04T13:10:20.476467"
      },
      "refactored": {
        "id": 5,
        "name": "Comparison Test Strategy",
        "industry": "technology",
        "target_audience": {
          "age_range": "25-45",
          "interests": [
            "technology",
            "innovation"
          ],
          "location": "global"
        },
        "content_pillars": [
          {
            "name": "Educational Content",
            "percentage": 40
          },
          {
            "name": "Thought Leadership",
            "percentage": 30
          },
          {
            "name": "Product Updates",
            "percentage": 30
          }
        ],
        "ai_recommendations": {
          "priority_topics": [
            "AI",
            "Machine Learning"
          ],
          "content_frequency": "daily",
          "platform_focus": [
            "LinkedIn",
            "Website"
          ]
        },
        "created_at": "2025-08-04T15:34:07.374820",
        "updated_at": "2025-08-04T15:34:07.374824"
      }
    },
    "strategy_get_all": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "strategy_get_specific": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "calendar_create": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "calendar_get_all": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "ai_analytics_evolution": {
      "status": "failed",
      "reason": "No refactored response found"
    },
    "calendar_generation": {
      "status": "failed",
      "reason": "Response structure mismatch",
      "structure_diff": "Nested structure mismatch at key 'gap_analysis_insights': Nested structure mismatch at key 'content_gaps': List length mismatch: baseline=6, refactored=7",
      "baseline": {
        "user_id": 1,
        "strategy_id": 1,
        "calendar_type": "monthly",
        "industry": "technology",
        "business_size": "sme",
        "generated_at": "2025-08-04T18:40:46.197965",
        "content_pillars": [
          "Educational Content",
          "Thought Leadership",
          "Product Updates",
          "Industry Insights",
          "Team Culture"
        ],
        "platform_strategies": {
          "website": {
            "content_types": [
              "blog_posts",
              "case_studies",
              "whitepapers",
              "product_pages"
            ],
            "frequency": "2-3 per week",
            "optimal_length": "1500+ words",
            "tone": "professional, educational",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "linkedin": {
            "content_types": [
              "industry_insights",
              "professional_tips",
              "company_updates",
              "employee_spotlights"
            ],
            "frequency": "daily",
            "optimal_length": "100-300 words",
            "tone": "professional, thought leadership",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "instagram": {
            "content_types": [
              "behind_scenes",
              "product_demos",
              "team_culture",
              "infographics"
            ],
            "frequency": "daily",
            "optimal_length": "visual focus",
            "tone": "casual, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "youtube": {
            "content_types": [
              "tutorial_videos",
              "product_demos",
              "customer_testimonials",
              "industry_interviews"
            ],
            "frequency": "weekly",
            "optimal_length": "5-15 minutes",
            "tone": "educational, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "twitter": {
            "content_types": [
              "industry_news",
              "quick_tips",
              "event_announcements",
              "community_engagement"
            ],
            "frequency": "3-5 per day",
            "optimal_length": "280 characters",
            "tone": "informative, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          }
        },
        "content_mix": {
          "educational": 40.0,
          "thought_leadership": 30.0,
          "engagement": 20.0,
          "promotional": 10.0
        },
        "daily_schedule": [
          {
            "day": 1,
            "title": "Thought Leadership Content Day 1",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 2,
            "title": "Product Updates Content Day 2",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 3,
            "title": "Industry Insights Content Day 3",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 4,
            "title": "Team Culture Content Day 4",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 5,
            "title": "Educational Content Content Day 5",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 6,
            "title": "Thought Leadership Content Day 6",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 7,
            "title": "Product Updates Content Day 7",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 8,
            "title": "Industry Insights Content Day 8",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 9,
            "title": "Team Culture Content Day 9",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 10,
            "title": "Educational Content Content Day 10",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 11,
            "title": "Thought Leadership Content Day 11",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 12,
            "title": "Product Updates Content Day 12",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 13,
            "title": "Industry Insights Content Day 13",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 14,
            "title": "Team Culture Content Day 14",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 15,
            "title": "Educational Content Content Day 15",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 16,
            "title": "Thought Leadership Content Day 16",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 17,
            "title": "Product Updates Content Day 17",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 18,
            "title": "Industry Insights Content Day 18",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 19,
            "title": "Team Culture Content Day 19",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 20,
            "title": "Educational Content Content Day 20",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 21,
            "title": "Thought Leadership Content Day 21",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 22,
            "title": "Product Updates Content Day 22",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 23,
            "title": "Industry Insights Content Day 23",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 24,
            "title": "Team Culture Content Day 24",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 25,
            "title": "Educational Content Content Day 25",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 26,
            "title": "Thought Leadership Content Day 26",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 27,
            "title": "Product Updates Content Day 27",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 28,
            "title": "Industry Insights Content Day 28",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 29,
            "title": "Team Culture Content Day 29",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 30,
            "title": "Educational Content Content Day 30",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          }
        ],
        "weekly_themes": [
          {
            "week": 1,
            "theme": "Establishing content_quality",
            "focus": "Building competitive advantage through content",
            "content_types": [
              "thought_leadership",
              "case_studies",
              "expert_insights"
            ]
          },
          {
            "week": 4,
            "theme": "Technology Innovation",
            "focus": "Latest tech trends and innovations",
            "content_types": [
              "industry_insights",
              "product_updates",
              "expert_interviews"
            ]
          }
        ],
        "content_recommendations": [
          {
            "title": "AI Marketing Video Tutorial Series",
            "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
            "priority": "High",
            "content_type": "Content Creation",
            "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
            "implementation_time": "4-6 weeks"
          },
          {
            "title": "Digital Transformation Case Studies",
            "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
            "priority": "High",
            "content_type": "Content Creation",
            "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
            "implementation_time": "6-8 weeks"
          },
          {
            "title": "Infographic: Top 5 Tech Trends Shaping the Future",
            "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
            "priority": "Medium",
            "content_type": "Content Creation",
            "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
            "implementation_time": "2-3 weeks"
          },
          {
            "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
            "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
            "priority": "High",
            "content_type": "Content Optimization",
            "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
            "implementation_time": "2-4 weeks"
          },
          {
            "title": "Expert Insights on Digital Strategy",
            "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
            "priority": "Medium",
            "content_type": "Content Series",
            "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
            "implementation_time": "Ongoing"
          }
        ],
        "optimal_timing": {
          "best_days": [
            "Tuesday",
            "Wednesday",
            "Thursday"
          ],
          "best_times": [
            "9:00 AM",
            "2:00 PM",
            "7:00 PM"
          ],
          "optimal_frequency": "2-3 per week"
        },
        "performance_predictions": {
          "traffic_growth": 27.0,
          "engagement_rate": 16.5,
          "conversion_rate": 10.9,
          "roi_prediction": 18.0,
          "confidence_score": 0.85
        },
        "trending_topics": [
          {
            "topic": "AI marketing",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around AI marketing",
              "Develop case studies featuring AI marketing",
              "Create how-to guides for AI marketing"
            ]
          },
          {
            "topic": "Content automation",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Content automation",
              "Develop case studies featuring Content automation",
              "Create how-to guides for Content automation"
            ]
          },
          {
            "topic": "Digital strategy",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Digital strategy",
              "Develop case studies featuring Digital strategy",
              "Create how-to guides for Digital strategy"
            ]
          }
        ],
        "repurposing_opportunities": [
          {
            "original_content": "Educational Content content piece",
            "repurposing_options": [
              "Convert to Educational Content blog post",
              "Create Educational Content social media series",
              "Develop Educational Content video content",
              "Design Educational Content infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Thought Leadership content piece",
            "repurposing_options": [
              "Convert to Thought Leadership blog post",
              "Create Thought Leadership social media series",
              "Develop Thought Leadership video content",
              "Design Thought Leadership infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Product Updates content piece",
            "repurposing_options": [
              "Convert to Product Updates blog post",
              "Create Product Updates social media series",
              "Develop Product Updates video content",
              "Design Product Updates infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Industry Insights content piece",
            "repurposing_options": [
              "Convert to Industry Insights blog post",
              "Create Industry Insights social media series",
              "Develop Industry Insights video content",
              "Design Industry Insights infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Team Culture content piece",
            "repurposing_options": [
              "Convert to Team Culture blog post",
              "Create Team Culture social media series",
              "Develop Team Culture video content",
              "Design Team Culture infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          }
        ],
        "ai_insights": [
          {
            "type": "opportunity",
            "title": "Content Gap Opportunity",
            "description": "Address 6 identified content gaps",
            "priority": "high",
            "impact": "High - Increased lead generation and brand authority"
          },
          {
            "type": "strategy",
            "title": "Market Positioning",
            "description": "Focus on content_quality",
            "priority": "high",
            "impact": "High - Competitive differentiation"
          },
          {
            "type": "strategy",
            "title": "Content Pillars",
            "description": "Focus on 5 core content pillars",
            "priority": "medium",
            "impact": "Medium - Consistent content strategy"
          }
        ],
        "competitor_analysis": {
          "top_performers": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "industry": "technology",
          "target_demographics": [
            "professionals",
            "business owners"
          ]
        },
        "gap_analysis_insights": {
          "content_gaps": [
            {
              "type": "Content Creation",
              "title": "AI Marketing Video Tutorial Series",
              "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
              "priority": "High",
              "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.95,
              "content_suggestions": [
                "Introduction to AI Marketing Tools",
                "Setting Up AI-Powered Content Automation",
                "Analyzing AI Marketing Campaign Performance",
                "Best Practices for AI-Driven SEO",
                "Future Trends in AI Marketing"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Digital Transformation Case Studies",
              "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
              "priority": "High",
              "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
              "implementation_time": "6-8 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Case Study: AI Implementation for E-commerce Personalization",
                "Case Study: Cloud Migration for Enhanced Scalability",
                "Case Study: Data Analytics for Improved Decision-Making",
                "Case Study: Automation of Customer Service Processes",
                "Case Study: Cybersecurity Enhancement through AI"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Infographic: Top 5 Tech Trends Shaping the Future",
              "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
              "implementation_time": "2-3 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "AI and Machine Learning",
                "Cloud Computing",
                "Cybersecurity",
                "Internet of Things (IoT)",
                "Blockchain Technology"
              ]
            },
            {
              "type": "Content Optimization",
              "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
              "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
              "priority": "High",
              "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Update meta descriptions and title tags",
                "Incorporate keywords naturally within the content",
                "Add relevant internal and external links",
                "Improve readability with headings, subheadings, and bullet points",
                "Ensure content is mobile-friendly"
              ]
            },
            {
              "type": "Content Series",
              "title": "Expert Insights on Digital Strategy",
              "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
              "implementation_time": "Ongoing",
              "ai_confidence": 0.8,
              "content_suggestions": [
                "Developing a Comprehensive Digital Marketing Plan",
                "Measuring the ROI of Digital Marketing Campaigns",
                "Adapting to Changing Consumer Behavior",
                "Leveraging Data Analytics for Strategic Decision-Making",
                "Building a Strong Online Presence"
              ]
            },
            {
              "type": "Content Creation",
              "title": "How-to Guide: Implementing Content Automation",
              "description": "Create a detailed how-to guide on implementing content automation, covering tools, techniques, and best practices. Target professionals seeking to streamline their content creation process.",
              "priority": "High",
              "estimated_impact": "Medium - Provides practical value, attracts targeted audience, and generates leads.",
              "implementation_time": "3-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Choosing the Right Content Automation Tools",
                "Setting Up Automated Content Workflows",
                "Personalizing Content with AI",
                "Measuring the Effectiveness of Content Automation",
                "Common Mistakes to Avoid"
              ]
            }
          ],
          "keyword_opportunities": [
            "AI marketing",
            "Content automation",
            "Digital strategy"
          ],
          "competitor_insights": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "recommendations": [
            {
              "type": "Content Creation",
              "title": "AI Marketing Video Tutorial Series",
              "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
              "priority": "High",
              "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.95,
              "content_suggestions": [
                "Introduction to AI Marketing Tools",
                "Setting Up AI-Powered Content Automation",
                "Analyzing AI Marketing Campaign Performance",
                "Best Practices for AI-Driven SEO",
                "Future Trends in AI Marketing"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Digital Transformation Case Studies",
              "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
              "priority": "High",
              "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
              "implementation_time": "6-8 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Case Study: AI Implementation for E-commerce Personalization",
                "Case Study: Cloud Migration for Enhanced Scalability",
                "Case Study: Data Analytics for Improved Decision-Making",
                "Case Study: Automation of Customer Service Processes",
                "Case Study: Cybersecurity Enhancement through AI"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Infographic: Top 5 Tech Trends Shaping the Future",
              "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
              "implementation_time": "2-3 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "AI and Machine Learning",
                "Cloud Computing",
                "Cybersecurity",
                "Internet of Things (IoT)",
                "Blockchain Technology"
              ]
            },
            {
              "type": "Content Optimization",
              "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
              "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
              "priority": "High",
              "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Update meta descriptions and title tags",
                "Incorporate keywords naturally within the content",
                "Add relevant internal and external links",
                "Improve readability with headings, subheadings, and bullet points",
                "Ensure content is mobile-friendly"
              ]
            },
            {
              "type": "Content Series",
              "title": "Expert Insights on Digital Strategy",
              "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
              "implementation_time": "Ongoing",
              "ai_confidence": 0.8,
              "content_suggestions": [
                "Developing a Comprehensive Digital Marketing Plan",
                "Measuring the ROI of Digital Marketing Campaigns",
                "Adapting to Changing Consumer Behavior",
                "Leveraging Data Analytics for Strategic Decision-Making",
                "Building a Strong Online Presence"
              ]
            },
            {
              "type": "Content Creation",
              "title": "How-to Guide: Implementing Content Automation",
              "description": "Create a detailed how-to guide on implementing content automation, covering tools, techniques, and best practices. Target professionals seeking to streamline their content creation process.",
              "priority": "High",
              "estimated_impact": "Medium - Provides practical value, attracts targeted audience, and generates leads.",
              "implementation_time": "3-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Choosing the Right Content Automation Tools",
                "Setting Up Automated Content Workflows",
                "Personalizing Content with AI",
                "Measuring the Effectiveness of Content Automation",
                "Common Mistakes to Avoid"
              ]
            }
          ],
          "opportunities": [
            "How-to guides",
            "Tutorials",
            "Educational content"
          ]
        },
        "strategy_insights": {},
        "onboarding_insights": {
          "website_analysis": {
            "website_url": "https://example.com",
            "content_types": [
              "blog",
              "article",
              "guide"
            ],
            "writing_style": "professional",
            "target_audience": [
              "professionals",
              "business owners"
            ],
            "industry_focus": "technology",
            "expertise_level": "intermediate"
          },
          "competitor_analysis": {
            "top_performers": [
              "techcrunch.com",
              "wired.com",
              "theverge.com"
            ],
            "industry": "technology",
            "target_demographics": [
              "professionals",
              "business owners"
            ]
          },
          "gap_analysis": {
            "content_gaps": [
              "Video tutorials",
              "Case studies",
              "Infographics",
              "Personal stories"
            ],
            "target_keywords": [
              "AI tools",
              "Digital transformation",
              "Tech trends"
            ],
            "content_opportunities": [
              "How-to guides",
              "Tutorials",
              "Educational content"
            ]
          },
          "keyword_analysis": {
            "high_value_keywords": [
              "AI marketing",
              "Content automation",
              "Digital strategy"
            ],
            "content_topics": [
              "Industry trends",
              "How-to guides",
              "Expert insights"
            ],
            "search_intent": {
              "intent": "practical",
              "focus": "implementation"
            }
          }
        },
        "processing_time": 25.64372682571411,
        "ai_confidence": 0.95
      },
      "refactored": {
        "user_id": 1,
        "strategy_id": 1,
        "calendar_type": "monthly",
        "industry": "technology",
        "business_size": "sme",
        "generated_at": "2025-08-04T21:04:41.133429",
        "content_pillars": [
          "Educational Content",
          "Thought Leadership",
          "Product Updates",
          "Industry Insights",
          "Team Culture"
        ],
        "platform_strategies": {
          "website": {
            "content_types": [
              "blog_posts",
              "case_studies",
              "whitepapers",
              "product_pages"
            ],
            "frequency": "2-3 per week",
            "optimal_length": "1500+ words",
            "tone": "professional, educational",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "linkedin": {
            "content_types": [
              "industry_insights",
              "professional_tips",
              "company_updates",
              "employee_spotlights"
            ],
            "frequency": "daily",
            "optimal_length": "100-300 words",
            "tone": "professional, thought leadership",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "instagram": {
            "content_types": [
              "behind_scenes",
              "product_demos",
              "team_culture",
              "infographics"
            ],
            "frequency": "daily",
            "optimal_length": "visual focus",
            "tone": "casual, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "youtube": {
            "content_types": [
              "tutorial_videos",
              "product_demos",
              "customer_testimonials",
              "industry_interviews"
            ],
            "frequency": "weekly",
            "optimal_length": "5-15 minutes",
            "tone": "educational, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          },
          "twitter": {
            "content_types": [
              "industry_news",
              "quick_tips",
              "event_announcements",
              "community_engagement"
            ],
            "frequency": "3-5 per day",
            "optimal_length": "280 characters",
            "tone": "informative, engaging",
            "content_pillars": [
              "Educational Content",
              "Thought Leadership",
              "Product Updates",
              "Industry Insights",
              "Team Culture"
            ]
          }
        },
        "content_mix": {
          "educational": 40.0,
          "thought_leadership": 30.0,
          "engagement": 20.0,
          "promotional": 10.0
        },
        "daily_schedule": [
          {
            "day": 1,
            "title": "Thought Leadership Content Day 1",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 2,
            "title": "Product Updates Content Day 2",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 3,
            "title": "Industry Insights Content Day 3",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 4,
            "title": "Team Culture Content Day 4",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 5,
            "title": "Educational Content Content Day 5",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 6,
            "title": "Thought Leadership Content Day 6",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 7,
            "title": "Product Updates Content Day 7",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 8,
            "title": "Industry Insights Content Day 8",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 9,
            "title": "Team Culture Content Day 9",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 10,
            "title": "Educational Content Content Day 10",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 11,
            "title": "Thought Leadership Content Day 11",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 12,
            "title": "Product Updates Content Day 12",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 13,
            "title": "Industry Insights Content Day 13",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 14,
            "title": "Team Culture Content Day 14",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 15,
            "title": "Educational Content Content Day 15",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 16,
            "title": "Thought Leadership Content Day 16",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 17,
            "title": "Product Updates Content Day 17",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 18,
            "title": "Industry Insights Content Day 18",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 19,
            "title": "Team Culture Content Day 19",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 20,
            "title": "Educational Content Content Day 20",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 21,
            "title": "Thought Leadership Content Day 21",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 22,
            "title": "Product Updates Content Day 22",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 23,
            "title": "Industry Insights Content Day 23",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 24,
            "title": "Team Culture Content Day 24",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 25,
            "title": "Educational Content Content Day 25",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 26,
            "title": "Thought Leadership Content Day 26",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 27,
            "title": "Product Updates Content Day 27",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 28,
            "title": "Industry Insights Content Day 28",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 29,
            "title": "Team Culture Content Day 29",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 30,
            "title": "Educational Content Content Day 30",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          }
        ],
        "weekly_themes": [
          {
            "week": 1,
            "theme": "Establishing content_quality",
            "focus": "Building competitive advantage through content",
            "content_types": [
              "thought_leadership",
              "case_studies",
              "expert_insights"
            ]
          },
          {
            "week": 4,
            "theme": "Technology Innovation",
            "focus": "Latest tech trends and innovations",
            "content_types": [
              "industry_insights",
              "product_updates",
              "expert_interviews"
            ]
          }
        ],
        "content_recommendations": [
          {
            "title": "AI Marketing Video Tutorials",
            "description": "Create a series of short, practical video tutorials demonstrating how to implement AI marketing strategies. Focus on using AI tools for content automation, personalization, and analytics.",
            "priority": "High",
            "content_type": "Content Creation",
            "estimated_impact": "High - Increased user engagement, improved SEO ranking, and lead generation.",
            "implementation_time": "4-6 weeks"
          },
          {
            "title": "Digital Transformation Case Studies",
            "description": "Develop in-depth case studies showcasing successful digital transformation initiatives in various industries. Highlight the challenges faced, solutions implemented, and measurable results achieved.",
            "priority": "High",
            "content_type": "Content Creation",
            "estimated_impact": "Medium - Builds credibility, demonstrates expertise, and attracts potential clients.",
            "implementation_time": "6-8 weeks"
          },
          {
            "title": "Tech Trends Infographics",
            "description": "Design visually appealing infographics summarizing key technology trends and their implications for businesses. Focus on actionable insights and data-driven visualizations.",
            "priority": "Medium",
            "content_type": "Content Creation",
            "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
            "implementation_time": "2-4 weeks"
          },
          {
            "title": "Personal Stories: Tech Leaders' Journeys",
            "description": "Interview and feature personal stories of successful tech leaders, sharing their career paths, challenges, and lessons learned. Focus on relatable experiences and inspiring insights.",
            "priority": "Low",
            "content_type": "Content Creation",
            "estimated_impact": "Low - Humanizes the brand, builds community, and attracts a wider audience.",
            "implementation_time": "8-12 weeks"
          },
          {
            "title": "Optimize Existing Content for Key Keywords",
            "description": "Review existing blog posts, articles, and guides and optimize them for high-value keywords such as 'AI marketing,' 'content automation,' and 'digital strategy.' Improve on-page SEO elements, meta descriptions, and keyword density.",
            "priority": "High",
            "content_type": "Content Optimization",
            "estimated_impact": "High - Improved SEO ranking, increased organic traffic, and lead generation.",
            "implementation_time": "2-4 weeks"
          }
        ],
        "optimal_timing": {
          "best_days": [
            "Tuesday",
            "Wednesday",
            "Thursday"
          ],
          "best_times": [
            "9:00 AM",
            "2:00 PM",
            "7:00 PM"
          ],
          "optimal_frequency": "2-3 per week"
        },
        "performance_predictions": {
          "traffic_growth": 27.0,
          "engagement_rate": 16.5,
          "conversion_rate": 10.9,
          "roi_prediction": 18.0,
          "confidence_score": 0.85
        },
        "trending_topics": [
          {
            "topic": "AI marketing",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around AI marketing",
              "Develop case studies featuring AI marketing",
              "Create how-to guides for AI marketing"
            ]
          },
          {
            "topic": "Content automation",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Content automation",
              "Develop case studies featuring Content automation",
              "Create how-to guides for Content automation"
            ]
          },
          {
            "topic": "Digital strategy",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Digital strategy",
              "Develop case studies featuring Digital strategy",
              "Create how-to guides for Digital strategy"
            ]
          }
        ],
        "repurposing_opportunities": [
          {
            "original_content": "Educational Content content piece",
            "repurposing_options": [
              "Convert to Educational Content blog post",
              "Create Educational Content social media series",
              "Develop Educational Content video content",
              "Design Educational Content infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Thought Leadership content piece",
            "repurposing_options": [
              "Convert to Thought Leadership blog post",
              "Create Thought Leadership social media series",
              "Develop Thought Leadership video content",
              "Design Thought Leadership infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Product Updates content piece",
            "repurposing_options": [
              "Convert to Product Updates blog post",
              "Create Product Updates social media series",
              "Develop Product Updates video content",
              "Design Product Updates infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Industry Insights content piece",
            "repurposing_options": [
              "Convert to Industry Insights blog post",
              "Create Industry Insights social media series",
              "Develop Industry Insights video content",
              "Design Industry Insights infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Team Culture content piece",
            "repurposing_options": [
              "Convert to Team Culture blog post",
              "Create Team Culture social media series",
              "Develop Team Culture video content",
              "Design Team Culture infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          }
        ],
        "ai_insights": [
          {
            "type": "opportunity",
            "title": "Content Gap Opportunity",
            "description": "Address 7 identified content gaps",
            "priority": "high",
            "impact": "High - Increased lead generation and brand authority"
          },
          {
            "type": "strategy",
            "title": "Market Positioning",
            "description": "Focus on content_quality",
            "priority": "high",
            "impact": "High - Competitive differentiation"
          },
          {
            "type": "strategy",
            "title": "Content Pillars",
            "description": "Focus on 5 core content pillars",
            "priority": "medium",
            "impact": "Medium - Consistent content strategy"
          }
        ],
        "competitor_analysis": {
          "top_performers": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "industry": "technology",
          "target_demographics": [
            "professionals",
            "business owners"
          ]
        },
        "gap_analysis_insights": {
          "content_gaps": [
            {
              "type": "Content Creation",
              "title": "AI Marketing Video Tutorials",
              "description": "Create a series of short, practical video tutorials demonstrating how to implement AI marketing strategies. Focus on using AI tools for content automation, personalization, and analytics.",
              "priority": "High",
              "estimated_impact": "High - Increased user engagement, improved SEO ranking, and lead generation.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.95,
              "content_suggestions": [
                "Introduction to AI Marketing",
                "Using AI for Content Creation",
                "AI-Powered Email Marketing",
                "Personalized Website Experiences with AI",
                "AI Analytics and Reporting"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Digital Transformation Case Studies",
              "description": "Develop in-depth case studies showcasing successful digital transformation initiatives in various industries. Highlight the challenges faced, solutions implemented, and measurable results achieved.",
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                "Case Study: Healthcare Digital Transformation",
                "Case Study: Manufacturing Digital Transformation",
                "Case Study: Financial Services Digital Transformation",
                "Analyzing Common Success Factors in Digital Transformation"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Tech Trends Infographics",
              "description": "Design visually appealing infographics summarizing key technology trends and their implications for businesses. Focus on actionable insights and data-driven visualizations.",
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              "content_suggestions": [
                "Top 5 AI Trends for 2024",
                "The Future of Remote Work",
                "Cybersecurity Threats to Watch Out For",
                "The Rise of the Metaverse",
                "Sustainable Technology Solutions"
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            },
            {
              "type": "Content Creation",
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              "description": "Interview and feature personal stories of successful tech leaders, sharing their career paths, challenges, and lessons learned. Focus on relatable experiences and inspiring insights.",
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                "Overcoming Challenges in the Tech Industry",
                "Lessons Learned from Building a Tech Startup",
                "The Importance of Mentorship in Tech"
              ]
            },
            {
              "type": "Content Optimization",
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              "description": "Review existing blog posts, articles, and guides and optimize them for high-value keywords such as 'AI marketing,' 'content automation,' and 'digital strategy.' Improve on-page SEO elements, meta descriptions, and keyword density.",
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                "Optimize image alt text",
                "Improve internal linking",
                "Add relevant keywords to headings and body copy"
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            },
            {
              "type": "Content Series Development",
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                "AI Implementation in Marketing: A Step-by-Step Guide",
                "AI Implementation in Sales: Automating Lead Generation",
                "AI Implementation in Customer Service: Chatbots and Virtual Assistants",
                "AI Implementation in Operations: Optimizing Efficiency",
                "Measuring the ROI of AI Implementation"
              ]
            },
            {
              "type": "Content Format",
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                "How to Automate Your Marketing with AI",
                "How to Personalize Your Website with AI",
                "How to Use AI for Data Analysis"
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            "Digital strategy"
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            "wired.com",
            "theverge.com"
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                "Using AI for Content Creation",
                "AI-Powered Email Marketing",
                "Personalized Website Experiences with AI",
                "AI Analytics and Reporting"
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                "Cybersecurity Threats to Watch Out For",
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                "Sustainable Technology Solutions"
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              "type": "Content Creation",
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                "Overcoming Challenges in the Tech Industry",
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            },
            {
              "type": "Content Optimization",
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            {
              "type": "Content Series Development",
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                "severity": "medium",
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                "mitigation": "Develop additional content pillars"
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              {
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                "severity": "high",
                "description": "Unclear target audience definition",
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                "type": "Content Creation",
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                  "Webinars discussing the strategies used in the case studies.",
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              },
              {
                "type": "Content Optimization",
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              },
              {
                "type": "Content Series",
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              {
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        {
          "day": 2,
          "title": "Product Updates Content Day 2",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 3,
          "title": "Industry Insights Content Day 3",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 4,
          "title": "Team Culture Content Day 4",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 5,
          "title": "Educational Content Content Day 5",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        },
        {
          "day": 6,
          "title": "Thought Leadership Content Day 6",
          "description": "Create engaging thought leadership content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Thought Leadership",
          "priority": "medium"
        },
        {
          "day": 7,
          "title": "Product Updates Content Day 7",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 8,
          "title": "Industry Insights Content Day 8",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 9,
          "title": "Team Culture Content Day 9",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 10,
          "title": "Educational Content Content Day 10",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        },
        {
          "day": 11,
          "title": "Thought Leadership Content Day 11",
          "description": "Create engaging thought leadership content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Thought Leadership",
          "priority": "medium"
        },
        {
          "day": 12,
          "title": "Product Updates Content Day 12",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 13,
          "title": "Industry Insights Content Day 13",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 14,
          "title": "Team Culture Content Day 14",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 15,
          "title": "Educational Content Content Day 15",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        },
        {
          "day": 16,
          "title": "Thought Leadership Content Day 16",
          "description": "Create engaging thought leadership content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Thought Leadership",
          "priority": "medium"
        },
        {
          "day": 17,
          "title": "Product Updates Content Day 17",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 18,
          "title": "Industry Insights Content Day 18",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 19,
          "title": "Team Culture Content Day 19",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 20,
          "title": "Educational Content Content Day 20",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        },
        {
          "day": 21,
          "title": "Thought Leadership Content Day 21",
          "description": "Create engaging thought leadership content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Thought Leadership",
          "priority": "medium"
        },
        {
          "day": 22,
          "title": "Product Updates Content Day 22",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 23,
          "title": "Industry Insights Content Day 23",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 24,
          "title": "Team Culture Content Day 24",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 25,
          "title": "Educational Content Content Day 25",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        },
        {
          "day": 26,
          "title": "Thought Leadership Content Day 26",
          "description": "Create engaging thought leadership content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Thought Leadership",
          "priority": "medium"
        },
        {
          "day": 27,
          "title": "Product Updates Content Day 27",
          "description": "Create engaging product updates content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Product Updates",
          "priority": "medium"
        },
        {
          "day": 28,
          "title": "Industry Insights Content Day 28",
          "description": "Create engaging industry insights content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Industry Insights",
          "priority": "medium"
        },
        {
          "day": 29,
          "title": "Team Culture Content Day 29",
          "description": "Create engaging team culture content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Team Culture",
          "priority": "medium"
        },
        {
          "day": 30,
          "title": "Educational Content Content Day 30",
          "description": "Create engaging educational content content",
          "content_type": "blog_post",
          "platform": "website",
          "pillar": "Educational Content",
          "priority": "medium"
        }
      ],
      "weekly_themes": [
        {
          "week": 1,
          "theme": "Establishing content_quality",
          "focus": "Building competitive advantage through content",
          "content_types": [
            "thought_leadership",
            "case_studies",
            "expert_insights"
          ]
        },
        {
          "week": 4,
          "theme": "Technology Innovation",
          "focus": "Latest tech trends and innovations",
          "content_types": [
            "industry_insights",
            "product_updates",
            "expert_interviews"
          ]
        }
      ],
      "content_recommendations": [
        {
          "title": "AI Marketing Video Tutorial Series",
          "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
          "priority": "High",
          "content_type": "Content Creation",
          "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
          "implementation_time": "4-6 weeks"
        },
        {
          "title": "Digital Transformation Case Studies",
          "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
          "priority": "High",
          "content_type": "Content Creation",
          "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
          "implementation_time": "6-8 weeks"
        },
        {
          "title": "Infographic: Top 5 Tech Trends Shaping the Future",
          "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
          "priority": "Medium",
          "content_type": "Content Creation",
          "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
          "implementation_time": "2-3 weeks"
        },
        {
          "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
          "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
          "priority": "High",
          "content_type": "Content Optimization",
          "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
          "implementation_time": "2-4 weeks"
        },
        {
          "title": "Expert Insights on Digital Strategy",
          "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
          "priority": "Medium",
          "content_type": "Content Series",
          "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
          "implementation_time": "Ongoing"
        }
      ],
      "optimal_timing": {
        "best_days": [
          "Tuesday",
          "Wednesday",
          "Thursday"
        ],
        "best_times": [
          "9:00 AM",
          "2:00 PM",
          "7:00 PM"
        ],
        "optimal_frequency": "2-3 per week"
      },
      "performance_predictions": {
        "traffic_growth": 27.0,
        "engagement_rate": 16.5,
        "conversion_rate": 10.9,
        "roi_prediction": 18.0,
        "confidence_score": 0.85
      },
      "trending_topics": [
        {
          "topic": "AI marketing",
          "relevance_score": 0.9,
          "trend_direction": "rising",
          "content_opportunities": [
            "Create content around AI marketing",
            "Develop case studies featuring AI marketing",
            "Create how-to guides for AI marketing"
          ]
        },
        {
          "topic": "Content automation",
          "relevance_score": 0.9,
          "trend_direction": "rising",
          "content_opportunities": [
            "Create content around Content automation",
            "Develop case studies featuring Content automation",
            "Create how-to guides for Content automation"
          ]
        },
        {
          "topic": "Digital strategy",
          "relevance_score": 0.9,
          "trend_direction": "rising",
          "content_opportunities": [
            "Create content around Digital strategy",
            "Develop case studies featuring Digital strategy",
            "Create how-to guides for Digital strategy"
          ]
        }
      ],
      "repurposing_opportunities": [
        {
          "original_content": "Educational Content content piece",
          "repurposing_options": [
            "Convert to Educational Content blog post",
            "Create Educational Content social media series",
            "Develop Educational Content video content",
            "Design Educational Content infographic"
          ],
          "platforms": [
            "website",
            "linkedin",
            "instagram",
            "youtube"
          ],
          "estimated_reach_increase": "40%"
        },
        {
          "original_content": "Thought Leadership content piece",
          "repurposing_options": [
            "Convert to Thought Leadership blog post",
            "Create Thought Leadership social media series",
            "Develop Thought Leadership video content",
            "Design Thought Leadership infographic"
          ],
          "platforms": [
            "website",
            "linkedin",
            "instagram",
            "youtube"
          ],
          "estimated_reach_increase": "40%"
        },
        {
          "original_content": "Product Updates content piece",
          "repurposing_options": [
            "Convert to Product Updates blog post",
            "Create Product Updates social media series",
            "Develop Product Updates video content",
            "Design Product Updates infographic"
          ],
          "platforms": [
            "website",
            "linkedin",
            "instagram",
            "youtube"
          ],
          "estimated_reach_increase": "40%"
        },
        {
          "original_content": "Industry Insights content piece",
          "repurposing_options": [
            "Convert to Industry Insights blog post",
            "Create Industry Insights social media series",
            "Develop Industry Insights video content",
            "Design Industry Insights infographic"
          ],
          "platforms": [
            "website",
            "linkedin",
            "instagram",
            "youtube"
          ],
          "estimated_reach_increase": "40%"
        },
        {
          "original_content": "Team Culture content piece",
          "repurposing_options": [
            "Convert to Team Culture blog post",
            "Create Team Culture social media series",
            "Develop Team Culture video content",
            "Design Team Culture infographic"
          ],
          "platforms": [
            "website",
            "linkedin",
            "instagram",
            "youtube"
          ],
          "estimated_reach_increase": "40%"
        }
      ],
      "ai_insights": [
        {
          "type": "opportunity",
          "title": "Content Gap Opportunity",
          "description": "Address 6 identified content gaps",
          "priority": "high",
          "impact": "High - Increased lead generation and brand authority"
        },
        {
          "type": "strategy",
          "title": "Market Positioning",
          "description": "Focus on content_quality",
          "priority": "high",
          "impact": "High - Competitive differentiation"
        },
        {
          "type": "strategy",
          "title": "Content Pillars",
          "description": "Focus on 5 core content pillars",
          "priority": "medium",
          "impact": "Medium - Consistent content strategy"
        }
      ],
      "competitor_analysis": {
        "top_performers": [
          "techcrunch.com",
          "wired.com",
          "theverge.com"
        ],
        "industry": "technology",
        "target_demographics": [
          "professionals",
          "business owners"
        ]
      },
      "gap_analysis_insights": {
        "content_gaps": [
          {
            "type": "Content Creation",
            "title": "AI Marketing Video Tutorial Series",
            "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
            "priority": "High",
            "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
            "implementation_time": "4-6 weeks",
            "ai_confidence": 0.95,
            "content_suggestions": [
              "Introduction to AI Marketing Tools",
              "Setting Up AI-Powered Content Automation",
              "Analyzing AI Marketing Campaign Performance",
              "Best Practices for AI-Driven SEO",
              "Future Trends in AI Marketing"
            ]
          },
          {
            "type": "Content Creation",
            "title": "Digital Transformation Case Studies",
            "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
            "priority": "High",
            "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
            "implementation_time": "6-8 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Case Study: AI Implementation for E-commerce Personalization",
              "Case Study: Cloud Migration for Enhanced Scalability",
              "Case Study: Data Analytics for Improved Decision-Making",
              "Case Study: Automation of Customer Service Processes",
              "Case Study: Cybersecurity Enhancement through AI"
            ]
          },
          {
            "type": "Content Creation",
            "title": "Infographic: Top 5 Tech Trends Shaping the Future",
            "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
            "priority": "Medium",
            "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
            "implementation_time": "2-3 weeks",
            "ai_confidence": 0.85,
            "content_suggestions": [
              "AI and Machine Learning",
              "Cloud Computing",
              "Cybersecurity",
              "Internet of Things (IoT)",
              "Blockchain Technology"
            ]
          },
          {
            "type": "Content Optimization",
            "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
            "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
            "priority": "High",
            "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
            "implementation_time": "2-4 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Update meta descriptions and title tags",
              "Incorporate keywords naturally within the content",
              "Add relevant internal and external links",
              "Improve readability with headings, subheadings, and bullet points",
              "Ensure content is mobile-friendly"
            ]
          },
          {
            "type": "Content Series",
            "title": "Expert Insights on Digital Strategy",
            "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
            "priority": "Medium",
            "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
            "implementation_time": "Ongoing",
            "ai_confidence": 0.8,
            "content_suggestions": [
              "Developing a Comprehensive Digital Marketing Plan",
              "Measuring the ROI of Digital Marketing Campaigns",
              "Adapting to Changing Consumer Behavior",
              "Leveraging Data Analytics for Strategic Decision-Making",
              "Building a Strong Online Presence"
            ]
          },
          {
            "type": "Content Creation",
            "title": "How-to Guide: Implementing Content Automation",
            "description": "Create a detailed how-to guide on implementing content automation, covering tools, techniques, and best practices. Target professionals seeking to streamline their content creation process.",
            "priority": "High",
            "estimated_impact": "Medium - Provides practical value, attracts targeted audience, and generates leads.",
            "implementation_time": "3-4 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Choosing the Right Content Automation Tools",
              "Setting Up Automated Content Workflows",
              "Personalizing Content with AI",
              "Measuring the Effectiveness of Content Automation",
              "Common Mistakes to Avoid"
            ]
          }
        ],
        "keyword_opportunities": [
          "AI marketing",
          "Content automation",
          "Digital strategy"
        ],
        "competitor_insights": [
          "techcrunch.com",
          "wired.com",
          "theverge.com"
        ],
        "recommendations": [
          {
            "type": "Content Creation",
            "title": "AI Marketing Video Tutorial Series",
            "description": "Create a series of video tutorials focused on practical applications of AI in marketing. Target intermediate-level professionals and business owners looking to implement AI solutions.",
            "priority": "High",
            "estimated_impact": "High - Increased engagement, lead generation, and brand authority.",
            "implementation_time": "4-6 weeks",
            "ai_confidence": 0.95,
            "content_suggestions": [
              "Introduction to AI Marketing Tools",
              "Setting Up AI-Powered Content Automation",
              "Analyzing AI Marketing Campaign Performance",
              "Best Practices for AI-Driven SEO",
              "Future Trends in AI Marketing"
            ]
          },
          {
            "type": "Content Creation",
            "title": "Digital Transformation Case Studies",
            "description": "Develop case studies showcasing successful digital transformation initiatives within technology-focused businesses. Highlight challenges, solutions, and measurable results.",
            "priority": "High",
            "estimated_impact": "High - Demonstrates expertise, builds trust, and attracts potential clients.",
            "implementation_time": "6-8 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Case Study: AI Implementation for E-commerce Personalization",
              "Case Study: Cloud Migration for Enhanced Scalability",
              "Case Study: Data Analytics for Improved Decision-Making",
              "Case Study: Automation of Customer Service Processes",
              "Case Study: Cybersecurity Enhancement through AI"
            ]
          },
          {
            "type": "Content Creation",
            "title": "Infographic: Top 5 Tech Trends Shaping the Future",
            "description": "Create visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on actionable insights and data-driven predictions.",
            "priority": "Medium",
            "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
            "implementation_time": "2-3 weeks",
            "ai_confidence": 0.85,
            "content_suggestions": [
              "AI and Machine Learning",
              "Cloud Computing",
              "Cybersecurity",
              "Internet of Things (IoT)",
              "Blockchain Technology"
            ]
          },
          {
            "type": "Content Optimization",
            "title": "Optimize Existing Content for 'AI Tools' and 'Digital Transformation'",
            "description": "Review existing blog posts, articles, and guides to ensure they are optimized for the target keywords 'AI Tools' and 'Digital Transformation'. Improve on-page SEO, internal linking, and readability.",
            "priority": "High",
            "estimated_impact": "Medium - Improved search engine rankings, increased organic traffic, and enhanced user experience.",
            "implementation_time": "2-4 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Update meta descriptions and title tags",
              "Incorporate keywords naturally within the content",
              "Add relevant internal and external links",
              "Improve readability with headings, subheadings, and bullet points",
              "Ensure content is mobile-friendly"
            ]
          },
          {
            "type": "Content Series",
            "title": "Expert Insights on Digital Strategy",
            "description": "Develop a series of articles or blog posts featuring expert insights on various aspects of digital strategy. Invite guest contributors from the industry to share their knowledge and perspectives.",
            "priority": "Medium",
            "estimated_impact": "Medium - Increased brand credibility, expanded reach, and diverse perspectives.",
            "implementation_time": "Ongoing",
            "ai_confidence": 0.8,
            "content_suggestions": [
              "Developing a Comprehensive Digital Marketing Plan",
              "Measuring the ROI of Digital Marketing Campaigns",
              "Adapting to Changing Consumer Behavior",
              "Leveraging Data Analytics for Strategic Decision-Making",
              "Building a Strong Online Presence"
            ]
          },
          {
            "type": "Content Creation",
            "title": "How-to Guide: Implementing Content Automation",
            "description": "Create a detailed how-to guide on implementing content automation, covering tools, techniques, and best practices. Target professionals seeking to streamline their content creation process.",
            "priority": "High",
            "estimated_impact": "Medium - Provides practical value, attracts targeted audience, and generates leads.",
            "implementation_time": "3-4 weeks",
            "ai_confidence": 0.9,
            "content_suggestions": [
              "Choosing the Right Content Automation Tools",
              "Setting Up Automated Content Workflows",
              "Personalizing Content with AI",
              "Measuring the Effectiveness of Content Automation",
              "Common Mistakes to Avoid"
            ]
          }
        ],
        "opportunities": [
          "How-to guides",
          "Tutorials",
          "Educational content"
        ]
      },
      "strategy_insights": {},
      "onboarding_insights": {
        "website_analysis": {
          "website_url": "https://example.com",
          "content_types": [
            "blog",
            "article",
            "guide"
          ],
          "writing_style": "professional",
          "target_audience": [
            "professionals",
            "business owners"
          ],
          "industry_focus": "technology",
          "expertise_level": "intermediate"
        },
        "competitor_analysis": {
          "top_performers": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "industry": "technology",
          "target_demographics": [
            "professionals",
            "business owners"
          ]
        },
        "gap_analysis": {
          "content_gaps": [
            "Video tutorials",
            "Case studies",
            "Infographics",
            "Personal stories"
          ],
          "target_keywords": [
            "AI tools",
            "Digital transformation",
            "Tech trends"
          ],
          "content_opportunities": [
            "How-to guides",
            "Tutorials",
            "Educational content"
          ]
        },
        "keyword_analysis": {
          "high_value_keywords": [
            "AI marketing",
            "Content automation",
            "Digital strategy"
          ],
          "content_topics": [
            "Industry trends",
            "How-to guides",
            "Expert insights"
          ],
          "search_intent": {
            "intent": "practical",
            "focus": "implementation"
          }
        }
      },
      "processing_time": 25.64372682571411,
      "ai_confidence": 0.95
    },
    "trending_topics": {
      "user_id": 1,
      "industry": "technology",
      "trending_topics": [],
      "gap_relevance_scores": {},
      "audience_alignment_scores": {},
      "created_at": "2025-08-04T13:11:52.646740"
    },
    "comprehensive_user_data": {
      "status": "success",
      "data": {
        "user_id": 1,
        "onboarding_data": {
          "website_analysis": {
            "content_types": [
              "blog",
              "video",
              "social"
            ],
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          {
            "day": 6,
            "title": "Thought Leadership Content Day 6",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 7,
            "title": "Product Updates Content Day 7",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 8,
            "title": "Industry Insights Content Day 8",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 9,
            "title": "Team Culture Content Day 9",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 10,
            "title": "Educational Content Content Day 10",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 11,
            "title": "Thought Leadership Content Day 11",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 12,
            "title": "Product Updates Content Day 12",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 13,
            "title": "Industry Insights Content Day 13",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 14,
            "title": "Team Culture Content Day 14",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 15,
            "title": "Educational Content Content Day 15",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 16,
            "title": "Thought Leadership Content Day 16",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 17,
            "title": "Product Updates Content Day 17",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 18,
            "title": "Industry Insights Content Day 18",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 19,
            "title": "Team Culture Content Day 19",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 20,
            "title": "Educational Content Content Day 20",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 21,
            "title": "Thought Leadership Content Day 21",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 22,
            "title": "Product Updates Content Day 22",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 23,
            "title": "Industry Insights Content Day 23",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 24,
            "title": "Team Culture Content Day 24",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 25,
            "title": "Educational Content Content Day 25",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          },
          {
            "day": 26,
            "title": "Thought Leadership Content Day 26",
            "description": "Create engaging thought leadership content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Thought Leadership",
            "priority": "medium"
          },
          {
            "day": 27,
            "title": "Product Updates Content Day 27",
            "description": "Create engaging product updates content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Product Updates",
            "priority": "medium"
          },
          {
            "day": 28,
            "title": "Industry Insights Content Day 28",
            "description": "Create engaging industry insights content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Industry Insights",
            "priority": "medium"
          },
          {
            "day": 29,
            "title": "Team Culture Content Day 29",
            "description": "Create engaging team culture content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Team Culture",
            "priority": "medium"
          },
          {
            "day": 30,
            "title": "Educational Content Content Day 30",
            "description": "Create engaging educational content content",
            "content_type": "blog_post",
            "platform": "website",
            "pillar": "Educational Content",
            "priority": "medium"
          }
        ],
        "weekly_themes": [
          {
            "week": 1,
            "theme": "Establishing content_quality",
            "focus": "Building competitive advantage through content",
            "content_types": [
              "thought_leadership",
              "case_studies",
              "expert_insights"
            ]
          },
          {
            "week": 4,
            "theme": "Technology Innovation",
            "focus": "Latest tech trends and innovations",
            "content_types": [
              "industry_insights",
              "product_updates",
              "expert_interviews"
            ]
          }
        ],
        "content_recommendations": [
          {
            "title": "AI Marketing Video Tutorials",
            "description": "Create a series of short, practical video tutorials demonstrating how to implement AI marketing strategies. Focus on using AI tools for content automation, personalization, and analytics.",
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            "content_type": "Content Creation",
            "estimated_impact": "High - Increased user engagement, improved SEO ranking, and lead generation.",
            "implementation_time": "4-6 weeks"
          },
          {
            "title": "Digital Transformation Case Studies",
            "description": "Develop in-depth case studies showcasing successful digital transformation initiatives in various industries. Highlight the challenges faced, solutions implemented, and measurable results achieved.",
            "priority": "High",
            "content_type": "Content Creation",
            "estimated_impact": "Medium - Builds credibility, demonstrates expertise, and attracts potential clients.",
            "implementation_time": "6-8 weeks"
          },
          {
            "title": "Tech Trends Infographics",
            "description": "Design visually appealing infographics summarizing key technology trends and their implications for businesses. Focus on actionable insights and data-driven visualizations.",
            "priority": "Medium",
            "content_type": "Content Creation",
            "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
            "implementation_time": "2-4 weeks"
          },
          {
            "title": "Personal Stories: Tech Leaders' Journeys",
            "description": "Interview and feature personal stories of successful tech leaders, sharing their career paths, challenges, and lessons learned. Focus on relatable experiences and inspiring insights.",
            "priority": "Low",
            "content_type": "Content Creation",
            "estimated_impact": "Low - Humanizes the brand, builds community, and attracts a wider audience.",
            "implementation_time": "8-12 weeks"
          },
          {
            "title": "Optimize Existing Content for Key Keywords",
            "description": "Review existing blog posts, articles, and guides and optimize them for high-value keywords such as 'AI marketing,' 'content automation,' and 'digital strategy.' Improve on-page SEO elements, meta descriptions, and keyword density.",
            "priority": "High",
            "content_type": "Content Optimization",
            "estimated_impact": "High - Improved SEO ranking, increased organic traffic, and lead generation.",
            "implementation_time": "2-4 weeks"
          }
        ],
        "optimal_timing": {
          "best_days": [
            "Tuesday",
            "Wednesday",
            "Thursday"
          ],
          "best_times": [
            "9:00 AM",
            "2:00 PM",
            "7:00 PM"
          ],
          "optimal_frequency": "2-3 per week"
        },
        "performance_predictions": {
          "traffic_growth": 27.0,
          "engagement_rate": 16.5,
          "conversion_rate": 10.9,
          "roi_prediction": 18.0,
          "confidence_score": 0.85
        },
        "trending_topics": [
          {
            "topic": "AI marketing",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around AI marketing",
              "Develop case studies featuring AI marketing",
              "Create how-to guides for AI marketing"
            ]
          },
          {
            "topic": "Content automation",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Content automation",
              "Develop case studies featuring Content automation",
              "Create how-to guides for Content automation"
            ]
          },
          {
            "topic": "Digital strategy",
            "relevance_score": 0.9,
            "trend_direction": "rising",
            "content_opportunities": [
              "Create content around Digital strategy",
              "Develop case studies featuring Digital strategy",
              "Create how-to guides for Digital strategy"
            ]
          }
        ],
        "repurposing_opportunities": [
          {
            "original_content": "Educational Content content piece",
            "repurposing_options": [
              "Convert to Educational Content blog post",
              "Create Educational Content social media series",
              "Develop Educational Content video content",
              "Design Educational Content infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Thought Leadership content piece",
            "repurposing_options": [
              "Convert to Thought Leadership blog post",
              "Create Thought Leadership social media series",
              "Develop Thought Leadership video content",
              "Design Thought Leadership infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Product Updates content piece",
            "repurposing_options": [
              "Convert to Product Updates blog post",
              "Create Product Updates social media series",
              "Develop Product Updates video content",
              "Design Product Updates infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Industry Insights content piece",
            "repurposing_options": [
              "Convert to Industry Insights blog post",
              "Create Industry Insights social media series",
              "Develop Industry Insights video content",
              "Design Industry Insights infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          },
          {
            "original_content": "Team Culture content piece",
            "repurposing_options": [
              "Convert to Team Culture blog post",
              "Create Team Culture social media series",
              "Develop Team Culture video content",
              "Design Team Culture infographic"
            ],
            "platforms": [
              "website",
              "linkedin",
              "instagram",
              "youtube"
            ],
            "estimated_reach_increase": "40%"
          }
        ],
        "ai_insights": [
          {
            "type": "opportunity",
            "title": "Content Gap Opportunity",
            "description": "Address 7 identified content gaps",
            "priority": "high",
            "impact": "High - Increased lead generation and brand authority"
          },
          {
            "type": "strategy",
            "title": "Market Positioning",
            "description": "Focus on content_quality",
            "priority": "high",
            "impact": "High - Competitive differentiation"
          },
          {
            "type": "strategy",
            "title": "Content Pillars",
            "description": "Focus on 5 core content pillars",
            "priority": "medium",
            "impact": "Medium - Consistent content strategy"
          }
        ],
        "competitor_analysis": {
          "top_performers": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "industry": "technology",
          "target_demographics": [
            "professionals",
            "business owners"
          ]
        },
        "gap_analysis_insights": {
          "content_gaps": [
            {
              "type": "Content Creation",
              "title": "AI Marketing Video Tutorials",
              "description": "Create a series of short, practical video tutorials demonstrating how to implement AI marketing strategies. Focus on using AI tools for content automation, personalization, and analytics.",
              "priority": "High",
              "estimated_impact": "High - Increased user engagement, improved SEO ranking, and lead generation.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.95,
              "content_suggestions": [
                "Introduction to AI Marketing",
                "Using AI for Content Creation",
                "AI-Powered Email Marketing",
                "Personalized Website Experiences with AI",
                "AI Analytics and Reporting"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Digital Transformation Case Studies",
              "description": "Develop in-depth case studies showcasing successful digital transformation initiatives in various industries. Highlight the challenges faced, solutions implemented, and measurable results achieved.",
              "priority": "High",
              "estimated_impact": "Medium - Builds credibility, demonstrates expertise, and attracts potential clients.",
              "implementation_time": "6-8 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Case Study: Retail Digital Transformation",
                "Case Study: Healthcare Digital Transformation",
                "Case Study: Manufacturing Digital Transformation",
                "Case Study: Financial Services Digital Transformation",
                "Analyzing Common Success Factors in Digital Transformation"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Tech Trends Infographics",
              "description": "Design visually appealing infographics summarizing key technology trends and their implications for businesses. Focus on actionable insights and data-driven visualizations.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "Top 5 AI Trends for 2024",
                "The Future of Remote Work",
                "Cybersecurity Threats to Watch Out For",
                "The Rise of the Metaverse",
                "Sustainable Technology Solutions"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Personal Stories: Tech Leaders' Journeys",
              "description": "Interview and feature personal stories of successful tech leaders, sharing their career paths, challenges, and lessons learned. Focus on relatable experiences and inspiring insights.",
              "priority": "Low",
              "estimated_impact": "Low - Humanizes the brand, builds community, and attracts a wider audience.",
              "implementation_time": "8-12 weeks",
              "ai_confidence": 0.75,
              "content_suggestions": [
                "Interview with the CEO of [Company X]",
                "My Journey into Artificial Intelligence",
                "Overcoming Challenges in the Tech Industry",
                "Lessons Learned from Building a Tech Startup",
                "The Importance of Mentorship in Tech"
              ]
            },
            {
              "type": "Content Optimization",
              "title": "Optimize Existing Content for Key Keywords",
              "description": "Review existing blog posts, articles, and guides and optimize them for high-value keywords such as 'AI marketing,' 'content automation,' and 'digital strategy.' Improve on-page SEO elements, meta descriptions, and keyword density.",
              "priority": "High",
              "estimated_impact": "High - Improved SEO ranking, increased organic traffic, and lead generation.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Conduct keyword research to identify relevant keywords",
                "Update meta descriptions and title tags",
                "Optimize image alt text",
                "Improve internal linking",
                "Add relevant keywords to headings and body copy"
              ]
            },
            {
              "type": "Content Series Development",
              "title": "The 'AI Implementation' Series",
              "description": "Create a series of articles and guides focusing on the practical implementation of AI in various business functions. Cover topics such as AI in marketing, sales, customer service, and operations.",
              "priority": "High",
              "estimated_impact": "Medium - Increased user engagement, improved SEO ranking, and establishes authority.",
              "implementation_time": "8-12 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "AI Implementation in Marketing: A Step-by-Step Guide",
                "AI Implementation in Sales: Automating Lead Generation",
                "AI Implementation in Customer Service: Chatbots and Virtual Assistants",
                "AI Implementation in Operations: Optimizing Efficiency",
                "Measuring the ROI of AI Implementation"
              ]
            },
            {
              "type": "Content Format",
              "title": "Develop How-To Guides",
              "description": "Develop detailed how-to guides that provide step-by-step instructions on how to use specific AI tools or implement digital transformation strategies. Focus on practical advice and actionable tips.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased user engagement, improved SEO ranking, and lead generation.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.8,
              "content_suggestions": [
                "How to Use AI for Content Creation",
                "How to Implement a Digital Transformation Strategy",
                "How to Automate Your Marketing with AI",
                "How to Personalize Your Website with AI",
                "How to Use AI for Data Analysis"
              ]
            }
          ],
          "keyword_opportunities": [
            "AI marketing",
            "Content automation",
            "Digital strategy"
          ],
          "competitor_insights": [
            "techcrunch.com",
            "wired.com",
            "theverge.com"
          ],
          "recommendations": [
            {
              "type": "Content Creation",
              "title": "AI Marketing Video Tutorials",
              "description": "Create a series of short, practical video tutorials demonstrating how to implement AI marketing strategies. Focus on using AI tools for content automation, personalization, and analytics.",
              "priority": "High",
              "estimated_impact": "High - Increased user engagement, improved SEO ranking, and lead generation.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.95,
              "content_suggestions": [
                "Introduction to AI Marketing",
                "Using AI for Content Creation",
                "AI-Powered Email Marketing",
                "Personalized Website Experiences with AI",
                "AI Analytics and Reporting"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Digital Transformation Case Studies",
              "description": "Develop in-depth case studies showcasing successful digital transformation initiatives in various industries. Highlight the challenges faced, solutions implemented, and measurable results achieved.",
              "priority": "High",
              "estimated_impact": "Medium - Builds credibility, demonstrates expertise, and attracts potential clients.",
              "implementation_time": "6-8 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Case Study: Retail Digital Transformation",
                "Case Study: Healthcare Digital Transformation",
                "Case Study: Manufacturing Digital Transformation",
                "Case Study: Financial Services Digital Transformation",
                "Analyzing Common Success Factors in Digital Transformation"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Tech Trends Infographics",
              "description": "Design visually appealing infographics summarizing key technology trends and their implications for businesses. Focus on actionable insights and data-driven visualizations.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased social sharing, brand awareness, and website traffic.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "Top 5 AI Trends for 2024",
                "The Future of Remote Work",
                "Cybersecurity Threats to Watch Out For",
                "The Rise of the Metaverse",
                "Sustainable Technology Solutions"
              ]
            },
            {
              "type": "Content Creation",
              "title": "Personal Stories: Tech Leaders' Journeys",
              "description": "Interview and feature personal stories of successful tech leaders, sharing their career paths, challenges, and lessons learned. Focus on relatable experiences and inspiring insights.",
              "priority": "Low",
              "estimated_impact": "Low - Humanizes the brand, builds community, and attracts a wider audience.",
              "implementation_time": "8-12 weeks",
              "ai_confidence": 0.75,
              "content_suggestions": [
                "Interview with the CEO of [Company X]",
                "My Journey into Artificial Intelligence",
                "Overcoming Challenges in the Tech Industry",
                "Lessons Learned from Building a Tech Startup",
                "The Importance of Mentorship in Tech"
              ]
            },
            {
              "type": "Content Optimization",
              "title": "Optimize Existing Content for Key Keywords",
              "description": "Review existing blog posts, articles, and guides and optimize them for high-value keywords such as 'AI marketing,' 'content automation,' and 'digital strategy.' Improve on-page SEO elements, meta descriptions, and keyword density.",
              "priority": "High",
              "estimated_impact": "High - Improved SEO ranking, increased organic traffic, and lead generation.",
              "implementation_time": "2-4 weeks",
              "ai_confidence": 0.9,
              "content_suggestions": [
                "Conduct keyword research to identify relevant keywords",
                "Update meta descriptions and title tags",
                "Optimize image alt text",
                "Improve internal linking",
                "Add relevant keywords to headings and body copy"
              ]
            },
            {
              "type": "Content Series Development",
              "title": "The 'AI Implementation' Series",
              "description": "Create a series of articles and guides focusing on the practical implementation of AI in various business functions. Cover topics such as AI in marketing, sales, customer service, and operations.",
              "priority": "High",
              "estimated_impact": "Medium - Increased user engagement, improved SEO ranking, and establishes authority.",
              "implementation_time": "8-12 weeks",
              "ai_confidence": 0.85,
              "content_suggestions": [
                "AI Implementation in Marketing: A Step-by-Step Guide",
                "AI Implementation in Sales: Automating Lead Generation",
                "AI Implementation in Customer Service: Chatbots and Virtual Assistants",
                "AI Implementation in Operations: Optimizing Efficiency",
                "Measuring the ROI of AI Implementation"
              ]
            },
            {
              "type": "Content Format",
              "title": "Develop How-To Guides",
              "description": "Develop detailed how-to guides that provide step-by-step instructions on how to use specific AI tools or implement digital transformation strategies. Focus on practical advice and actionable tips.",
              "priority": "Medium",
              "estimated_impact": "Medium - Increased user engagement, improved SEO ranking, and lead generation.",
              "implementation_time": "4-6 weeks",
              "ai_confidence": 0.8,
              "content_suggestions": [
                "How to Use AI for Content Creation",
                "How to Implement a Digital Transformation Strategy",
                "How to Automate Your Marketing with AI",
                "How to Personalize Your Website with AI",
                "How to Use AI for Data Analysis"
              ]
            }
          ],
          "opportunities": [
            "How-to guides",
            "Tutorials",
            "Educational content"
          ]
        },
        "strategy_insights": {},
        "onboarding_insights": {
          "website_analysis": {
            "website_url": "https://example.com",
            "content_types": [
              "blog",
              "article",
              "guide"
            ],
            "writing_style": "professional",
            "target_audience": [
              "professionals",
              "business owners"
            ],
            "industry_focus": "technology",
            "expertise_level": "intermediate"
          },
          "competitor_analysis": {
            "top_performers": [
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              "wired.com",
              "theverge.com"
            ],
            "industry": "technology",
            "target_demographics": [
              "professionals",
              "business owners"
            ]
          },
          "gap_analysis": {
            "content_gaps": [
              "Video tutorials",
              "Case studies",
              "Infographics",
              "Personal stories"
            ],
            "target_keywords": [
              "AI tools",
              "Digital transformation",
              "Tech trends"
            ],
            "content_opportunities": [
              "How-to guides",
              "Tutorials",
              "Educational content"
            ]
          },
          "keyword_analysis": {
            "high_value_keywords": [
              "AI marketing",
              "Content automation",
              "Digital strategy"
            ],
            "content_topics": [
              "Industry trends",
              "How-to guides",
              "Expert insights"
            ],
            "search_intent": {
              "intent": "practical",
              "focus": "implementation"
            }
          }
        },
        "processing_time": 33.74847936630249,
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      },
      "headers": {
        "date": "Mon, 04 Aug 2025 15:33:56 GMT",
        "server": "uvicorn",
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        "content-type": "application/json"
      }
    },
    "content_optimization": {
      "status_code": 200,
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        "event_id": null,
        "original_content": {
          "title": "Test Content Title",
          "description": "This is test content for optimization",
          "content_type": "blog_post",
          "target_platform": "linkedin"
        },
        "optimized_content": {
          "title": "Test Content Title",
          "description": "This is test content for optimization",
          "content_type": "blog_post",
          "target_platform": "linkedin"
        },
        "platform_adaptations": [
          "Develop a series of video tutorials focused on practical applications of AI in marketing. Each video should cover a specific tool or technique, demonstrating implementation and providing actionable steps for business owners and professionals.",
          "Create in-depth case studies showcasing successful digital transformation initiatives in various technology sectors. Focus on businesses similar to the target audience, highlighting challenges, solutions, and measurable results.",
          "Design visually appealing infographics summarizing key technology trends and their impact on businesses. Focus on data visualization and clear, concise messaging."
        ],
        "visual_recommendations": [
          "Use engaging visuals",
          "Include relevant images",
          "Optimize for mobile"
        ],
        "hashtag_suggestions": [
          "#content",
          "#marketing",
          "#digital"
        ],
        "keyword_optimization": {
          "primary": "content",
          "secondary": [
            "marketing",
            "digital"
          ]
        },
        "tone_adjustments": {
          "tone": "professional",
          "style": "informative"
        },
        "length_optimization": {
          "optimal_length": "150-300 words",
          "format": "paragraphs"
        },
        "performance_prediction": {
          "engagement_rate": 0.05,
          "reach": 1000
        },
        "optimization_score": 0.8,
        "created_at": "2025-08-04T15:35:06.161962"
      },
      "headers": {
        "date": "Mon, 04 Aug 2025 15:33:56 GMT",
        "server": "uvicorn",
        "content-length": "1528",
        "content-type": "application/json"
      }
    },
    "trending_topics": {
      "status_code": 200,
      "response_time": 10.910281,
      "response_data": {
        "user_id": 1,
        "industry": "technology",
        "trending_topics": [],
        "gap_relevance_scores": {},
        "audience_alignment_scores": {},
        "created_at": "2025-08-04T15:35:17.072734"
      },
      "headers": {
        "date": "Mon, 04 Aug 2025 15:33:56 GMT",
        "server": "uvicorn",
        "content-length": "157",
        "content-type": "application/json"
      }
    }
  },
  "report": "================================================================================\nBEFORE/AFTER COMPARISON REPORT\n================================================================================\nGenerated: 2025-08-04T21:05:17.077528\n\nSUMMARY:\n  Total Tests: 14\n  Passed: 0\n  Failed: 14\n  Success Rate: 0.0%\n\nFAILED TESTS:\n----------------------------------------\n  health_health:\n    Reason: No refactored response found\n\n  health_backend:\n    Reason: No refactored response found\n\n  health_ai:\n    Reason: No refactored response found\n\n  strategy_create:\n    Reason: Response content mismatch\n    Content Differences: {'id': {'baseline': 1, 'refactored': 5}, 'name': {'baseline': 'Test Strategy', 'refactored': 'Comparison Test Strategy'}, 'created_at': {'baseline': '2025-08-04T13:10:20.476464', 'refactored': '2025-08-04T15:34:07.374820'}, 'updated_at': {'baseline': '2025-08-04T13:10:20.476467', 'refactored': '2025-08-04T15:34:07.374824'}}\n\n  strategy_get_all:\n    Reason: No refactored response found\n\n  strategy_get_specific:\n    Reason: No refactored response found\n\n  calendar_create:\n    Reason: No refactored response found\n\n  calendar_get_all:\n    Reason: No refactored response found\n\n  ai_analytics_evolution:\n    Reason: No refactored response found\n\n  calendar_generation:\n    Reason: Response structure mismatch\n    Structure Differences: Nested structure mismatch at key 'gap_analysis_insights': Nested structure mismatch at key 'content_gaps': List length mismatch: baseline=6, refactored=7\n\n  trending_topics:\n    Reason: Response content mismatch\n    Content Differences: {'created_at': {'baseline': '2025-08-04T13:11:52.646740', 'refactored': '2025-08-04T15:35:17.072734'}}\n\n  comprehensive_user_data:\n    Reason: Response structure mismatch\n    Structure Differences: Nested structure mismatch at key 'data': Nested structure mismatch at key 'ai_analysis_results': Nested structure mismatch at key 'market_positioning': Nested structure mismatch at key 'differentiation_factors': List length mismatch: baseline=0, refactored=3\n\n  error_invalid_strategy:\n    Reason: No refactored response found\n\n  validation_invalid_strategy:\n    Reason: No refactored response found\n\nDETAILED RESULTS:\n----------------------------------------\n  health_health: failed\n\n  health_backend: failed\n\n  health_ai: failed\n\n  strategy_create: failed\n\n  strategy_get_all: failed\n\n  strategy_get_specific: failed\n\n  calendar_create: failed\n\n  calendar_get_all: failed\n\n  ai_analytics_evolution: failed\n\n  calendar_generation: failed\n\n  trending_topics: failed\n\n  comprehensive_user_data: failed\n\n  error_invalid_strategy: failed\n\n  validation_invalid_strategy: failed\n"
}