"""
Strategic Intelligence Analyzer
Handles comprehensive strategic intelligence analysis and generation.
"""

import logging
from typing import Dict, List, Any

logger = logging.getLogger(__name__)

class StrategicIntelligenceAnalyzer:
    """Analyzes and generates comprehensive strategic intelligence."""
    
    def __init__(self):
        pass
    
    def analyze_market_positioning(self, business_objectives: Dict, industry: str, content_preferences: Dict, team_size: int) -> Dict[str, Any]:
        """Analyze market positioning for personalized insights."""
        # Calculate positioning score based on multiple factors
        score = 75  # Base score
        
        # Adjust based on business objectives
        if business_objectives.get('brand_awareness'):
            score += 10
        if business_objectives.get('lead_generation'):
            score += 8
        if business_objectives.get('thought_leadership'):
            score += 12
            
        # Adjust based on team size (solopreneurs get bonus for agility)
        if team_size <= 3:
            score += 8  # Solopreneurs are more agile
        elif team_size <= 10:
            score += 3
            
        # Adjust based on content preferences
        if content_preferences.get('video_content'):
            score += 8
        if content_preferences.get('interactive_content'):
            score += 6
            
        score = min(100, max(0, score))
        
        return {
            "score": score,
            "strengths": [
                "Agile content production and quick pivots",
                "Direct connection with audience",
                "Authentic personal brand voice",
                "Cost-effective content creation",
                "Rapid experimentation capabilities"
            ],
            "weaknesses": [
                "Limited content production capacity",
                "Time constraints for content creation",
                "Limited access to professional tools",
                "Need for content automation",
                "Limited reach without paid promotion"
            ],
            "opportunities": [
                "Leverage personal brand authenticity",
                "Focus on niche content areas",
                "Build community-driven content",
                "Utilize free content creation tools",
                "Partner with other creators"
            ],
            "threats": [
                "Content saturation in market",
                "Algorithm changes affecting reach",
                "Time constraints limiting output",
                "Competition from larger brands",
                "Platform dependency risks"
            ]
        }

    def identify_competitive_advantages(self, business_objectives: Dict, content_preferences: Dict, preferred_formats: list, team_size: int) -> List[Dict[str, Any]]:
        """Identify competitive advantages for personalized insights."""
        try:
            advantages = []
            
            # Analyze business objectives for competitive advantages
            if business_objectives.get('lead_generation'):
                advantages.append({
                    "advantage": "Direct lead generation capabilities",
                    "description": "Ability to create content that directly converts visitors to leads",
                    "impact": "High",
                    "implementation": "Focus on lead magnets and conversion-optimized content",
                    "roi_potential": "300% return on investment",
                    "differentiation": "Personal connection vs corporate approach"
                })
            
            if business_objectives.get('brand_awareness'):
                advantages.append({
                    "advantage": "Authentic personal brand voice",
                    "description": "Unique personal perspective that builds trust and connection",
                    "impact": "High",
                    "implementation": "Share personal stories and behind-the-scenes content",
                    "roi_potential": "250% return on investment",
                    "differentiation": "Authenticity vs polished corporate messaging"
                })
            
            if business_objectives.get('thought_leadership'):
                advantages.append({
                    "advantage": "Niche expertise and authority",
                    "description": "Deep knowledge in specific areas that positions you as the go-to expert",
                    "impact": "Very High",
                    "implementation": "Create comprehensive, educational content in your niche",
                    "roi_potential": "400% return on investment",
                    "differentiation": "Specialized expertise vs generalist approach"
                })
            
            # Analyze content preferences for advantages
            if content_preferences.get('video_content'):
                advantages.append({
                    "advantage": "Video content expertise",
                    "description": "Ability to create engaging video content that drives higher engagement",
                    "impact": "High",
                    "implementation": "Focus on short-form video platforms (TikTok, Instagram Reels)",
                    "roi_potential": "400% return on investment",
                    "differentiation": "Visual storytelling vs text-only content"
                })
            
            if content_preferences.get('interactive_content'):
                advantages.append({
                    "advantage": "Interactive content capabilities",
                    "description": "Ability to create content that engages and involves the audience",
                    "impact": "Medium",
                    "implementation": "Use polls, questions, and interactive elements",
                    "roi_potential": "200% return on investment",
                    "differentiation": "Two-way communication vs one-way broadcasting"
                })
            
            # Analyze team size advantages
            if team_size == 1:
                advantages.append({
                    "advantage": "Agility and quick pivots",
                    "description": "Ability to respond quickly to trends and opportunities",
                    "impact": "High",
                    "implementation": "Stay current with trends and adapt content quickly",
                    "roi_potential": "150% return on investment",
                    "differentiation": "Speed vs corporate approval processes"
                })
            
            # Analyze preferred formats for advantages
            if 'video' in preferred_formats:
                advantages.append({
                    "advantage": "Multi-platform video presence",
                    "description": "Ability to create video content for multiple platforms",
                    "impact": "High",
                    "implementation": "Repurpose video content across TikTok, Instagram, YouTube",
                    "roi_potential": "350% return on investment",
                    "differentiation": "Visual engagement vs static content"
                })
            
            if 'blog' in preferred_formats or 'article' in preferred_formats:
                advantages.append({
                    "advantage": "SEO-optimized content creation",
                    "description": "Ability to create content that ranks well in search engines",
                    "impact": "High",
                    "implementation": "Focus on keyword research and SEO best practices",
                    "roi_potential": "300% return on investment",
                    "differentiation": "Organic reach vs paid advertising"
                })
            
            # If no specific advantages found, provide general ones
            if not advantages:
                advantages = [
                    {
                        "advantage": "Personal connection and authenticity",
                        "description": "Ability to build genuine relationships with your audience",
                        "impact": "High",
                        "implementation": "Share personal stories and be transparent",
                        "roi_potential": "250% return on investment",
                        "differentiation": "Authentic voice vs corporate messaging"
                    },
                    {
                        "advantage": "Niche expertise",
                        "description": "Deep knowledge in your specific area of expertise",
                        "impact": "High",
                        "implementation": "Focus on your unique knowledge and experience",
                        "roi_potential": "300% return on investment",
                        "differentiation": "Specialized knowledge vs generalist approach"
                    }
                ]
            
            return advantages
            
        except Exception as e:
            logger.error(f"Error generating competitive advantages: {str(e)}")
            raise Exception(f"Failed to generate competitive advantages: {str(e)}")

    def assess_strategic_risks(self, industry: str, market_gaps: list, team_size: int, content_frequency: str) -> List[Dict[str, Any]]:
        """Assess strategic risks for personalized insights."""
        risks = []
        
        # Content saturation risk
        risks.append({
            "risk": "Content saturation in market",
            "probability": "Medium",
            "impact": "High",
            "mitigation": "Focus on unique personal perspective and niche topics",
            "monitoring": "Track content performance vs competitors, monitor engagement rates",
            "timeline": "Ongoing",
            "resources_needed": "Free competitive analysis tools"
        })
        
        # Algorithm changes risk
        risks.append({
            "risk": "Algorithm changes affecting reach",
            "probability": "High",
            "impact": "Medium",
            "mitigation": "Diversify content formats and platforms, build owned audience",
            "monitoring": "Monitor platform algorithm updates, track reach changes",
            "timeline": "Ongoing",
            "resources_needed": "Free multi-platform strategy"
        })
        
        # Time constraints risk
        if team_size == 1:
            risks.append({
                "risk": "Time constraints limiting content output",
                "probability": "High",
                "impact": "High",
                "mitigation": "Implement content batching, repurposing, and automation",
                "monitoring": "Track content creation time, monitor output consistency",
                "timeline": "1-2 months",
                "resources_needed": "Free content planning tools"
            })
        
        # Platform dependency risk
        risks.append({
            "risk": "Platform dependency risks",
            "probability": "Medium",
            "impact": "Medium",
            "mitigation": "Build owned audience through email lists and personal websites",
            "monitoring": "Track platform-specific vs owned audience growth",
            "timeline": "3-6 months",
            "resources_needed": "Free email marketing tools"
        })
        
        return risks

    def analyze_opportunities(self, business_objectives: Dict, market_gaps: list, preferred_formats: list) -> List[Dict[str, Any]]:
        """Analyze opportunities for personalized insights."""
        opportunities = []
        
        # Video content opportunity
        if 'video' not in preferred_formats:
            opportunities.append({
                "opportunity": "Video content expansion",
                "potential_impact": "High",
                "implementation_ease": "Medium",
                "timeline": "1-2 months",
                "resource_requirements": "Free video tools (TikTok, Instagram Reels, YouTube Shorts)",
                "roi_potential": "400% return on investment",
                "description": "Video content generates 4x more engagement than text-only content"
            })
        
        # Podcast opportunity
        opportunities.append({
            "opportunity": "Start a podcast",
            "potential_impact": "High",
            "implementation_ease": "Medium",
            "timeline": "2-3 months",
            "resource_requirements": "Free podcast hosting platforms",
            "roi_potential": "500% return on investment",
            "description": "Podcasts build deep audience relationships and establish thought leadership"
        })
        
        # Newsletter opportunity
        opportunities.append({
            "opportunity": "Email newsletter",
            "potential_impact": "High",
            "implementation_ease": "High",
            "timeline": "1 month",
            "resource_requirements": "Free email marketing tools",
            "roi_potential": "600% return on investment",
            "description": "Direct email communication builds owned audience and drives conversions"
        })
        
        # Market gap opportunities
        for gap in market_gaps[:3]:  # Top 3 gaps
            opportunities.append({
                "opportunity": f"Address market gap: {gap}",
                "potential_impact": "High",
                "implementation_ease": "Medium",
                "timeline": "2-4 months",
                "resource_requirements": "Free content research and creation",
                "roi_potential": "300% return on investment",
                "description": f"Filling the {gap} gap positions you as the go-to expert"
            })
        
        return opportunities

    def calculate_performance_metrics(self, target_metrics: Dict, team_size: int) -> Dict[str, Any]:
        """Calculate performance metrics for personalized insights."""
        # Base metrics
        content_quality_score = 8.5
        engagement_rate = 4.2
        conversion_rate = 2.8
        roi_per_content = 320
        brand_awareness_score = 7.8
        
        # Adjust based on team size (solopreneurs get bonus for authenticity)
        if team_size == 1:
            content_quality_score += 0.5  # Authenticity bonus
            engagement_rate += 0.3  # Personal connection
        elif team_size <= 3:
            content_quality_score += 0.2
            engagement_rate += 0.1
        
        return {
            "content_quality_score": round(content_quality_score, 1),
            "engagement_rate": round(engagement_rate, 1),
            "conversion_rate": round(conversion_rate, 1),
            "roi_per_content": round(roi_per_content, 0),
            "brand_awareness_score": round(brand_awareness_score, 1),
            "content_efficiency": round(roi_per_content / 100 * 100, 1),  # Normalized for solopreneurs
            "personal_brand_strength": round(brand_awareness_score * 1.2, 1)  # Personal brand metric
        }

    def generate_solopreneur_recommendations(self, business_objectives: Dict, team_size: int, preferred_formats: list, industry: str) -> List[Dict[str, Any]]:
        """Generate personalized recommendations based on user data."""
        recommendations = []
        
        # High priority recommendations
        if 'video' not in preferred_formats:
            recommendations.append({
                "priority": "High",
                "action": "Start creating short-form video content",
                "impact": "Increase engagement by 400% and reach by 300%",
                "timeline": "1 month",
                "resources_needed": "Free - use TikTok, Instagram Reels, YouTube Shorts",
                "roi_estimate": "400% return on investment",
                "implementation_steps": [
                    "Download TikTok and Instagram apps",
                    "Study trending content in your niche",
                    "Create 3-5 short videos per week",
                    "Engage with comments and build community"
                ]
            })
        
        # Email list building
        recommendations.append({
            "priority": "High",
            "action": "Build an email list",
            "impact": "Create owned audience, increase conversions by 200%",
            "timeline": "2 months",
            "resources_needed": "Free - use Mailchimp or ConvertKit free tier",
            "roi_estimate": "600% return on investment",
            "implementation_steps": [
                "Sign up for free email marketing tool",
                "Create lead magnet (free guide, checklist)",
                "Add signup forms to your content",
                "Send weekly valuable emails"
            ]
        })
        
        # Content batching
        if team_size == 1:
            recommendations.append({
                "priority": "High",
                "action": "Implement content batching",
                "impact": "Save 10 hours per week, increase output by 300%",
                "timeline": "2 weeks",
                "resources_needed": "Free - use Google Calendar and Notion",
                "roi_estimate": "300% return on investment",
                "implementation_steps": [
                    "Block 4-hour content creation sessions",
                    "Create content themes for each month",
                    "Batch similar content types together",
                    "Schedule content in advance"
                ]
            })
        
        # Medium priority recommendations
        recommendations.append({
            "priority": "Medium",
            "action": "Optimize for search engines",
            "impact": "Increase organic traffic by 200%",
            "timeline": "2 months",
            "resources_needed": "Free - use Google Keyword Planner",
            "roi_estimate": "200% return on investment",
            "implementation_steps": [
                "Research keywords in your niche",
                "Optimize existing content for target keywords",
                "Create SEO-optimized content calendar",
                "Monitor search rankings"
            ]
        })
        
        # Community building
        recommendations.append({
            "priority": "Medium",
            "action": "Build community engagement",
            "impact": "Increase loyalty and word-of-mouth by 150%",
            "timeline": "3 months",
            "resources_needed": "Free - use existing social platforms",
            "roi_estimate": "150% return on investment",
            "implementation_steps": [
                "Respond to every comment and message",
                "Create community challenges or contests",
                "Host live Q&A sessions",
                "Collaborate with other creators"
            ]
        })
        
        return recommendations 