Business Intelligence Integration

interface PartnershipScore {
  league: {
    growth_potential: number;      // 0-100
    market_size: number;          // Revenue potential
    competitive_position: number; // Market share opportunity
    operational_maturity: number; // Infrastructure readiness
  };
 
  partner: {
    brand_alignment: number;      // Brand fit score
    target_demographics: number;  // Audience match quality
    budget_capacity: number;      // Investment potential
    strategic_goals: number;      // Long-term objective alignment
  };
 
  market: {
    timing: number;              // Market window opportunity
    competition: number;         // Competitive landscape intensity
    regulatory: number;          // Legal and compliance factors
    economic: number;            // Economic condition impact
  };
 
  total_score: number;           // Weighted aggregate score
  confidence_level: number;      // Prediction certainty (0-1)
  recommended_actions: string[]; // Specific next steps
}

class PartnershipEngine {
  async identifyOpportunities(league: LeagueProfile): Promise<Partnership[]> {
    // Analyze league characteristics and market position
    const leagueAnalysis = await this.analyzeLeagueProfile(league);
 
    // Scan partner database for potential matches
    const potentialPartners = await this.scanPartnerDatabase(leagueAnalysis);
 
    // Apply AI scoring algorithm
    const scoredOpportunities = await this.scoreOpportunities(
      leagueAnalysis,
      potentialPartners
    );
 
    // Rank and prioritize opportunities
    return this.prioritizeOpportunities(scoredOpportunities);
  }
 
  async optimizeDealTerms(opportunity: Partnership): Promise<OptimizedDeal> {
    // Market condition analysis
    const marketAnalysis = await this.analyzeMarketConditions(opportunity);
 
    // Revenue projection modeling
    const revenueModel = await this.modelRevenueProjections(opportunity);
 
    // Multi-objective optimization
    return await this.optimizeDealTerms(
      opportunity,
      marketAnalysis,
      revenueModel
    );
  }
}

interface RealTimeAnalytics {
  eventStreams: {
    game_events: {
      source: 'Live game data feeds';
      processing: 'Real-time scoring and statistics';
      intelligence: 'Performance predictions and insights';
    };
 
    social_media: {
      source: 'Fan sentiment and engagement data';
      processing: 'Natural language processing and sentiment analysis';
      intelligence: 'Fan engagement optimization and brand monitoring';
    };
 
    market_data: {
      source: 'Economic indicators and sponsorship valuations';
      processing: 'Market trend analysis and valuation modeling';
      intelligence: 'Dynamic pricing and investment recommendations';
    };
 
    partnership_activity: {
      source: 'Deal flow and partnership performance data';
      processing: 'ROI tracking and performance analytics';
      intelligence: 'Partnership optimization and expansion opportunities';
    };
  };
 
  processing_pipeline: {
    ingestion: 'Data validation and normalization';
    processing: 'Stream processing and real-time analytics';
    analysis: 'AI-powered insight generation';
    delivery: 'Personalized intelligence delivery';
  };
 
  insight_engine: {
    anomaly_detection: 'Identify unusual patterns and opportunities';
    trend_identification: 'Discover emerging trends and market shifts';
    opportunity_scoring: 'Rate and rank business opportunities';
    alert_system: 'Automated notifications for critical insights';
  };
}

interface IntelligenceDistribution {
  executive_dashboards: {
    real_time_kpis: 'Live performance metrics';
    predictive_insights: 'AI-generated forecasts and recommendations';
    strategic_alerts: 'Critical business intelligence notifications';
    scenario_planning: 'What-if analysis and strategic modeling';
  };
 
  operational_interfaces: {
    league_management: 'Day-to-day league operations support';
    partnership_portal: 'Deal flow management and negotiation tools';
    fan_engagement: 'Audience optimization and engagement analytics';
    revenue_analytics: 'Monetization strategy and performance tracking';
  };
 
  partner_interfaces: {
    opportunity_discovery: 'AI-matched partnership opportunities';
    roi_tracking: 'Real-time performance measurement and optimization';
    market_intelligence: 'Comprehensive sports market insights';
    due_diligence: 'Automated risk assessment and background checks';
  };
}

class MarketIntelligence {
  async analyzeCompetitivePosition(league: LeagueProfile): Promise<MarketPosition> {
    // Analyze direct competitors
    const directCompetition = await this.analyzeDirectCompetitors(league);
 
    // Identify market gaps and opportunities
    const marketGaps = await this.identifyMarketGaps(league);
 
    // Model growth trajectories
    const growthModel = await this.modelGrowthTrajectory(league);
 
    // Generate strategic recommendations
    const recommendations = await this.generateStrategicRecommendations(
      directCompetition,
      marketGaps,
      growthModel
    );
 
    return {
      competitive_position: this.calculatePositionScore(directCompetition),
      market_opportunities: marketGaps,
      growth_potential: growthModel,
      strategic_recommendations: recommendations
    };
  }
}

interface TrendAnalysis {
  sports_trends: {
    emerging_sports: Sport[];
    declining_sports: Sport[];
    crossover_opportunities: Sport[];
    demographic_shifts: Demographic[];
  };
 
  market_trends: {
    sponsorship_values: Trend;
    fan_engagement: Trend;
    technology_adoption: Trend;
    regulatory_changes: Trend;
  };
 
  partnership_trends: {
    partnership_types: PartnershipType[];
    deal_sizes: DealSize[];
    industry_sectors: Sector[];
    geographic_expansion: Region[];
  };
}

interface PricingStrategy {
  league: {
    base_price: number;
    performance_multiplier: number;
    market_demand_factor: number;
    competitive_positioning: number;
  };
 
  partner: {
    budget_range: [number, number];
    roi_expectations: number;
    brand_value_premium: number;
    exclusivity_requirements: boolean;
  };
 
  market: {
    seasonality_factor: number;
    competitive_intensity: number;
    economic_indicators: number;
    regulatory_impact: number;
  };
 
  optimized_price: number;
  confidence_score: number;
}

interface RealTimeAnalyticsPlatform {
  data_streams: {
    game_events: EventStream;
    social_media: SocialStream;
    market_data: MarketStream;
    partnership_activity: PartnershipStream;
  };
 
  processing_pipeline: {
    ingestion: DataIngestion;
    processing: StreamProcessing;
    analysis: RealTimeAnalysis;
    delivery: DataDelivery;
  };
 
  insights_engine: {
    anomaly_detection: AnomalyDetector;
    trend_identification: TrendAnalyzer;
    opportunity_scoring: OpportunityScorer;
    alert_system: AlertEngine;
  };
}

interface RiskAssessment {
  league_risks: {
    operational_risk: number;
    market_risk: number;
    regulatory_risk: number;
    execution_risk: number;
  };
 
  partnership_risks: {
    brand_alignment_risk: number;
    performance_risk: number;
    market_timing_risk: number;
    competitive_risk: number;
  };
 
  mitigation_strategies: {
    diversification: Strategy;
    monitoring: Strategy;
    insurance: Strategy;
    contingency_planning: Strategy;
  };
 
  overall_risk_score: number;
}

interface KPIMetrics {
  business_metrics: {
    monthly_recurring_revenue: number;
    customer_acquisition_cost: number;
    customer_lifetime_value: number;
    gross_merchant_value: number;
  };
 
  platform_metrics: {
    active_leagues: number;
    total_partnerships: number;
    data_accuracy: number;
    user_engagement: number;
  };
 
  intelligence_metrics: {
    prediction_accuracy: number;
    opportunity_conversion: number;
    time_to_insight: number;
    user_satisfaction: number;
  };
}

interface RevenueProjection {
  year_1: {
    leagues: 50;
    partnerships: 200;
    revenue: 2500000;
    growth_rate: 0.0;
  };
 
  year_2: {
    leagues: 150;
    partnerships: 800;
    revenue: 12000000;
    growth_rate: 380;
  };
 
  year_3: {
    leagues: 300;
    partnerships: 2000;
    revenue: 35000000;
    growth_rate: 192;
  };
 
  year_4: {
    leagues: 500;
    partnerships: 4000;
    revenue: 75000000;
    growth_rate: 114;
  };
}

class BusinessIntelligenceAPI {
  // Partnership opportunity scoring
  async scorePartnershipOpportunity(
    leagueProfile: LeagueProfile,
    partnerProfile: PartnerProfile
  ): Promise<PartnershipScore> {
    // AI-powered scoring algorithm
    return await this.scoringEngine.score(leagueProfile, partnerProfile);
  }
 
  // Market intelligence queries
  async getMarketIntelligence(
    leagueId: string,
    timeRange: DateRange
  ): Promise<MarketIntelligence> {
    // Real-time market analysis
    return await this.marketAnalyzer.analyze(leagueId, timeRange);
  }
 
  // Revenue optimization recommendations
  async optimizeRevenueStrategy(
    leagueId: string,
    currentStrategy: RevenueStrategy
  ): Promise<OptimizedStrategy> {
    // AI-driven optimization
    return await this.revenueOptimizer.optimize(leagueId, currentStrategy);
  }
}

class RealTimeAnalyticsAPI {
  // Live event streaming
  subscribeToLiveEvents(
    leagueId: string,
    eventTypes: EventType[],
    callback: (event: LiveEvent) => void
  ): Subscription {
    // WebSocket-based real-time streaming
    return this.eventStreamer.subscribe(leagueId, eventTypes, callback);
  }
 
  // Social sentiment monitoring
  async getSocialSentiment(
    leagueId: string,
    timeRange: DateRange
  ): Promise<SentimentAnalysis> {
    // NLP-powered sentiment analysis
    return await this.sentimentAnalyzer.analyze(leagueId, timeRange);
  }
 
  // Performance predictions
  async predictPerformance(
    leagueId: string,
    predictionType: PredictionType,
    timeHorizon: TimeHorizon
  ): Promise<PerformancePrediction> {
    // Machine learning predictions
    return await this.predictionEngine.predict(leagueId, predictionType, timeHorizon);
  }
}

// Initialize business intelligence client
import { BusinessIntelligenceClient } from '@altsportsdata/business-intelligence';
 
const biClient = new BusinessIntelligenceClient({
  apiKey: process.env.ALTSportsData_API_KEY,
  baseUrl: 'https://api.altsportsleagues.ai'
});
 
// Score a partnership opportunity
const score = await biClient.partnerships.scoreOpportunity({
  league: leagueProfile,
  partner: partnerProfile
});
 
console.log(`Partnership Score: ${score.total_score}/100`);
console.log(`Confidence: ${(score.confidence_level * 100).toFixed(1)}%`);
 
// Get market intelligence
const intelligence = await biClient.markets.getIntelligence(leagueId, {
  startDate: '2024-01-01',
  endDate: '2024-12-31'
});
 
console.log('Market Opportunities:', intelligence.opportunities);
console.log('Competitive Position:', intelligence.competitive_position);

# Install SDK
npm install @altsportsdata/business-intelligence
 
# Or use Python SDK
pip install altsportsdata-business-intelligence

const client = new BusinessIntelligenceClient({
  apiKey: 'your-api-key',
  environment: 'production' // or 'sandbox'
});

// Get league intelligence
const leagueIntel = await client.leagues.getIntelligence('league-123');
 
// Analyze partnership opportunities
const opportunities = await client.partnerships.findOpportunities({
  leagueId: 'league-123',
  minScore: 75,
  maxResults: 10
});

// Subscribe to live intelligence updates
const subscription = client.intelligence.subscribeToUpdates(
  'league-123',
  ['partnership_opportunities', 'market_changes'],
  (update) => {
    console.log('Intelligence Update:', update);
  }
);