Strategy Link Building White Hat yang Sustainable dan Ethical untuk Tahun 2026

class LinkableAssetStrategy {
    constructor() {
        this.assetTypes = {
            dataStudies: {
                effort: 'high',
                linkPotential: 'very-high',
                timeline: '3-6 months',
                sustainability: 'long-term'
            },
            industryReports: {
                effort: 'medium',
                linkPotential: 'high',
                timeline: '1-3 months',
                sustainability: 'medium-term'
            },
            expertGuides: {
                effort: 'medium',
                linkPotential: 'high',
                timeline: '2-4 weeks',
                sustainability: 'long-term'
            },
            toolsCalculators: {
                effort: 'low-medium',
                linkPotential: 'medium',
                timeline: '1-2 weeks',
                sustainability: 'long-term'
            }
        };
    }

    generateDataStudyConcepts(industry, targetAudience) {
        const concepts = [
            {
                title: `State of ${industry} ${new Date().getFullYear()}: Comprehensive Industry Analysis`,
                methodology: 'Survey + Public Data Analysis + Expert Interviews',
                sampleSize: '1000+ industry professionals',
                linkableMetrics: [
                    'Industry growth statistics',
                    'Technology adoption rates',
                    'Challenges and opportunities',
                    'Future predictions'
                ],
                targetPublications: [
                    'Industry Trade Publications',
                    'Business News Sites',
                    'Academic Journals',
                    'Government Agencies'
                ]
            },
            {
                title: `The Economic Impact of ${industry} on Local Communities`,
                methodology: 'Economic Modeling + Case Studies + GIS Analysis',
                dataPoints: [
                    'Job creation statistics',
                    'Local revenue generation',
                    'Environmental impact metrics',
                    'Community development indicators'
                ],
                visualizationTypes: [
                    'Interactive maps',
                    'Economic impact calculators',
                    'Trend analysis charts',
                    'Regional comparison tools'
                ]
            },
            {
                title: `${industry} Technology Adoption: A Decade of Transformation`,
                methodology: 'Longitudinal Study + Technology Stack Analysis',
                timeHorizon: '2015-2025',
                dataSources: [
                    'Industry surveys',
                    'Public databases',
                    'Company filings',
                    'Technology platform data'
                ],
                linkableInsights: [
                    'Adoption rate trends',
                    'Technology lifecycle analysis',
                    'Market disruption patterns',
                    'Investment correlation data'
                ]
            }
        ];

        return concepts.map(concept => ({
            ...concept,
            outreachStrategy: this.generateOutreachStrategy(concept),
            timeline: this.generateTimeline(concept),
            budgetEstimate: this.estimateBudget(concept)
        }));
    }

    generateOutreachStrategy(concept) {
        return {
            preLaunch: {
                activities: [
                    'Identify target journalists and publications',
                    'Build relationships with industry influencers',
                    'Create embargo agreements for exclusive coverage',
                    'Prepare press kits and media assets'
                ],
                timeline: '4-6 weeks before launch'
            },
            launchWeek: {
                activities: [
                    'Distribute to exclusive partners first',
                    'Coordinate press release timing',
                    'Publish across owned channels',
                    'Activate influencer amplification'
                ],
                timeline: 'Week of launch'
            },
            postLaunch: {
                activities: [
                    'Follow up with media contacts',
                    'Create derivative content pieces',
                    'Engage with coverage mentions',
                    'Update content with new insights'
                ],
                timeline: '4-8 weeks after launch'
            }
        };
    }

    createContentCalendar(assetType, timeline) {
        const calendar = {
            researchPhase: {
                duration: '4-8 weeks',
                milestones: [
                    'Data collection methodology finalization',
                    'Primary research execution',
                    'Data analysis and insights generation',
                    'Validation with subject matter experts'
                ]
            },
            contentCreationPhase: {
                duration: '3-6 weeks',
                deliverables: [
                    'Main report design and development',
                    'Executive summary creation',
                    'Infographics and data visualizations',
                    'Press kit materials preparation'
                ]
            },
            promotionPhase: {
                duration: '8-12 weeks',
                activities: [
                    'Media outreach and relationship building',
                    'Content distribution across channels',
                    'Community engagement and response',
                    'Performance monitoring and optimization'
                ]
            }
        };

        return calendar;
    }
}

class DigitalPRCampaign {
    constructor() {
        this.mediaTypes = {
            tier1: {
                description: 'Major national publications',
                examples: ['Forbes', 'TechCrunch', 'Wired', 'Business Insider'],
                domainAuthority: '90+',
                outreachApproach: 'Personalized pitch with exclusive data',
                timeline: '8-12 weeks'
            },
            tier2: {
                description: 'Industry-specific trade publications',
                examples: ['Industry Journal', 'Trade Magazine Online'],
                domainAuthority: '70-90',
                outreachApproach: 'Industry insight contribution',
                timeline: '4-8 weeks'
            },
            tier3: {
                description: 'Regional and niche publications',
                examples: ['Local Business Journal', 'Niche Blog Network'],
                domainAuthority: '40-70',
                outreachApproach: 'Local relevance angle',
                timeline: '2-4 weeks'
            }
        };
    }

    generatePersonalizedPitches(story, mediaContacts) {
        return mediaContacts.map(contact => {
            const pitch = this.createPersonalizedPitch(contact, story);

            return {
                contact: {
                    name: contact.name,
                    email: contact.email,
                    publication: contact.publication,
                    beat: contact.beat,
                    recentArticles: this.getRecentArticles(contact)
                },
                pitch: {
                    subject: pitch.subject,
                    body: pitch.body,
                    angle: pitch.angle,
                    exclusiveOffer: pitch.exclusive,
                    timeline: pitch.timeline,
                    assets: pitch.attachments
                },
                followUpSchedule: this.createFollowUpSchedule(contact),
                trackingId: this.generateTrackingId(contact, story)
            };
        });
    }

    createPersonalizedPitch(contact, story) {
        const recentWork = this.getRecentArticles(contact);
        const personalization = this.analyzeJournalistStyle(recentWork);

        return {
            subject: this.generateSubjectLine(contact, story, personalization),
            body: this.generatePitchBody(contact, story, personalization),
            angle: this.identifyOptimalAngle(contact, story),
            exclusive: this.determineExclusiveOffer(contact, story),
            timeline: this.suggestTimeline(contact),
            attachments: this.prepareMediaAssets(contact, story)
        };
    }

    generateSubjectLine(contact, story, personalization) {
        const templates = [
            `Exclusive: ${story.keyFinding} for ${contact.publication}`,
            `Data: ${story.headline} - Impact on ${contact.beat}`,
            `${story.trend}: Analysis I developed specifically for ${contact.publication}`,
            `Breaking: ${story.newsAngle} affecting ${contact.beat} industry`
        ];

        // Select template based on journalist style
        if (personalization.prefersData) {
            return templates[1];
        } else if (personalization.prefersBreakingNews) {
            return templates[3];
        } else {
            return templates[0];
        }
    }

    generatePitchBody(contact, story, personalization) {
        return `Hi ${contact.firstName},

I've been following your work on ${contact.beat} at ${contact.publication}, particularly your recent piece on "${personalization.recentArticleTitle}". Your analysis of ${personalization.recentArticleTheme} really resonated with the data we've been gathering.

I've just completed a comprehensive study on ${story.topic} that reveals some striking findings:

• ${story.keyFinding1}
• ${story.keyFinding2}
• ${story.keyFinding3}

Given your expertise in ${contact.beat}, I thought you might be interested in an exclusive on this. We have:
- Full dataset with detailed methodology
- Expert commentary from ${story.expertSource}
- Visualizations and infographics
- Regional breakdowns that could be particularly relevant to your audience

Would you be interested in seeing the full data set and methodology? I'd be happy to schedule a brief call to walk you through the key insights.

Best regards,
[Your Name]
[Your Title]
[Contact Information]

P.S. I noticed ${contact.publication} recently covered ${recentWork.topic}. Our data provides additional context that could make for an interesting follow-up piece.`;
    }

    createFollowUpSchedule(contact) {
        return {
            initialFollowUp: {
                daysAfterInitial: 3,
                method: 'email',
                message: 'Brief follow-up on previous pitch'
            },
            secondFollowUp: {
                daysAfterInitial: 7,
                method: 'email + LinkedIn',
                message: 'Additional data point or angle'
            },
            finalFollowUp: {
                daysAfterInitial: 14,
                method: 'phone if appropriate',
                message: 'Final check-in and relationship building'
            }
        };
    }
}

class PartnershipStrategy {
    constructor() {
        this.partnershipTypes = {
            contentSyndication: {
                description: 'Cross-platform content sharing',
                benefits: ['Audience expansion', 'Content diversification', 'Authority sharing'],
                commitmentLevel: 'medium',
                timeline: '6-12 months'
            },
            jointResearch: {
                description: 'Collaborative studies and reports',
                benefits: ['Shared resources', 'Enhanced credibility', 'Dual attribution'],
                commitmentLevel: 'high',
                timeline: '3-6 months'
            },
            expertExchange: {
                description: 'Guest contributions and expertise sharing',
                benefits: ['Thought leadership', 'Network expansion', 'Content variety'],
                commitmentLevel: 'low-medium',
                timeline: 'ongoing'
            },
            communityInitiatives: {
                description: 'Joint community projects and events',
                benefits: ['Brand alignment', 'Local impact', 'Media attention'],
                commitmentLevel: 'medium',
                timeline: 'project-based'
            }
        };
    }

    identifyPotentialPartners(domain, industry, targetMetrics) {
        const partnerCriteria = {
            domainAuthority: '50+',
            trafficCompatibility: '25-75% overlap',
            contentAlignment: '70%+ relevance',
            audienceComplementarity: '30-50% non-overlap',
            brandAlignment: 'ethical and reputational fit'
        };

        return {
            directCompetitors: this.analyzeCompetitorPartners(domain),
            complementaryBusinesses: this.findComplementaryPartners(industry),
            industryInfluencers: this.identifyInfluencerPartners(industry),
            mediaProperties: this.findMediaPartnerships(industry),
            technologyProviders: this.assessTechPartnerships(domain)
        };
    }

    developPartnershipProposal(partner, partnershipType, mutualBenefits) {
        return {
            partnershipOverview: {
                type: partnershipType,
                duration: this.suggestPartnershipDuration(partnershipType),
                scope: this.defineScope(partnershipType, partner),
                goals: this.defineGoals(partnershipType, partner)
            },
            valueProposition: {
                forPartner: this.calculatePartnerBenefits(partner, partnershipType),
                forUs: this.calculateOurBenefits(partner, partnershipType),
                mutualValue: this.identifyMutualValue(partner, partnershipType)
            },
            implementationPlan: {
                phases: this.createImplementationPhases(partnershipType),
                milestones: this.defineMilestones(partnershipType),
                responsibilities: this.assignResponsibilities(partner, partnershipType),
                successMetrics: this.defineSuccessMetrics(partnershipType)
            },
            legalConsiderations: {
                intellectualProperty: this.defineIPRights(partnershipType),
                exclusivity: this.determineExclusivity(partnershipType),
                termination: this.defineTerminationTerms(partnershipType),
                liability: this.assignLiabilities(partnershipType)
            }
        };
    }

    nurturePartnershipRelationship(partner, partnership) {
        const nurturingPlan = {
            regularCommunication: {
                frequency: 'bi-weekly',
                channels: ['email', 'video calls', 'quarterly in-person'],
                agenda: [
                    'Performance review',
                    'Opportunity identification',
                    'Issue resolution',
                    'Strategic planning'
                ]
            },
            valueDelivery: {
                proactiveInitiatives: [
                    'Content idea generation',
                    'Audience insight sharing',
                    'Joint opportunity scouting',
                    'Performance optimization suggestions'
                ],
                responsiveSupport: [
                    'Issue resolution within 24 hours',
                    'Resource allocation flexibility',
                    'Strategic adjustment capability',
                    'Crisis management protocols'
                ]
            },
            relationshipBuilding: {
                activities: [
                    'Industry event attendance together',
                    'Joint speaking opportunities',
                    'Team exchanges and visits',
                    'Shared learning sessions'
                ],
                recognition: [
                    'Public partnership acknowledgment',
                    'Success story collaborations',
                    'Award nominations',
                    'Thought leadership co-creation'
                ]
            }
        };

        return nurturingPlan;
    }
}

class ContentPRSynergy {
    constructor() {
        this.contentTypes = {
            cornerstone: {
                purpose: 'Authority building',
                linkPotential: 'very-high',
                updateFrequency: 'quarterly',
                promotionIntensity: 'high'
            },
            pillar: {
                purpose: 'Topic comprehensiveness',
                linkPotential: 'high',
                updateFrequency: 'monthly',
                promotionIntensity: 'medium-high'
            },
            cluster: {
                purpose: 'Topic depth',
                linkPotential: 'medium',
                updateFrequency: 'bi-weekly',
                promotionIntensity: 'medium'
            },
            supporting: {
                purpose: 'Keyword targeting',
                linkPotential: 'low-medium',
                updateFrequency: 'weekly',
                promotionIntensity: 'low'
            }
        };
    }

    createContentCalendar(linkGoals, resourceConstraints) {
        const calendar = {
            month1: {
                focus: 'Foundation building',
                deliverables: [
                    {
                        type: 'cornerstone',
                        topic: 'Industry comprehensive guide',
                        linkTarget: 'high-authority industry sites',
                        promotionChannels: ['Digital PR', 'Email outreach', 'Social media']
                    },
                    {
                        type: 'pillar',
                        topic: 'Technology deep-dive',
                        linkTarget: 'Technical publications',
                        promotionChannels: ['Expert outreach', 'Community forums']
                    }
                ]
            },
            month2: {
                focus: 'Expansion and authority',
                deliverables: [
                    {
                        type: 'data study',
                        topic: 'Original research findings',
                        linkTarget: 'Major media outlets',
                        promotionChannels: ['Media relations', 'Influencer amplification']
                    },
                    {
                        type: 'cluster content',
                        topic: 'Specific problem solutions',
                        linkTarget: 'Niche industry blogs',
                        promotionChannels: ['Guest posting', 'Community engagement']
                    }
                ]
            }
        };

        return this.optimizeCalendarForLinks(calendar, linkGoals, resourceConstraints);
    }

    optimizeCalendarForLinks(calendar, linkGoals, constraints) {
        const optimizationFactors = {
            linkVelocity: this.calculateOptimalLinkVelocity(linkGoals),
            resourceAllocation: this.optimizeResourceUse(constraints),
            timingOptimization: this.identifyOptimalTiming(linkGoals),
            contentAlignment: this.ensureContentAlignment(calendar, linkGoals)
        };

        return this.applyOptimizations(calendar, optimizationFactors);
    }

    measureLinkBuildingROI(contentAssets, timePeriod) {
        const metrics = {
            directMetrics: {
                linksAcquired: this.countAcquiredLinks(contentAssets, timePeriod),
                domainAuthorityDistribution: this.analyzeDAOfLinks(contentAssets),
                linkVelocity: this.calculateLinkVelocity(contentAssets, timePeriod),
                linkSustainability: this.measureLinkLongevity(contentAssets)
            },
            indirectMetrics: {
                rankingImprovement: this.measureRankingImpact(contentAssets),
                trafficGrowth: this.measureTrafficImpact(contentAssets),
                conversionImpact: this.measureBusinessImpact(contentAssets),
                brandMentions: this.measureBrandLift(contentAssets)
            },
            efficiencyMetrics: {
                costPerLink: this.calculateCPL(contentAssets, timePeriod),
                linkQualityScore: this.assessLinkQuality(contentAssets),
                outreachEfficiency: this.measureOutreachSuccess(contentAssets),
                contentPerformance: this.assessContentROI(contentAssets)
            }
        };

        return this.generateROIReport(metrics, timePeriod);
    }
}

import openai
import pandas as pd
from datetime import datetime, timedelta

class AIEnhancedOutreach:
    def __init__(self, api_key):
        openai.api_key = api_key
        self.conversation_history = {}
        self.personalization_data = {}

    def analyze_journalist_profile(self, journalist_data):
        """Comprehensive journalist analysis for hyper-personalization"""

        analysis_prompt = f"""
        Analyze this journalist's profile and recent work:

        Name: {journalist_data['name']}
        Publication: {journalist_data['publication']}
        Beat: {journalist_data['beat']}
        Recent Articles: {journalist_data['recent_articles']}
        Social Media: {journalist_data['social_media']}

        Provide analysis in JSON format with:
        1. Writing style preferences (data-driven, narrative, investigative)
        2. Preferred content formats (infographics, expert quotes, case studies)
        3. Frequency preferences (weekly updates, breaking news, deep dives)
        4. Pitch angle preferences (trend analysis, human interest, technology impact)
        5. Best contact timing and methods
        6. Personality indicators (formal, casual, direct, relationship-focused)
        """

        response = openai.ChatCompletion.create(
            model="gpt-4",
            messages=[
                {"role": "system", "content": "You are an expert media relations analyst."},
                {"role": "user", "content": analysis_prompt}
            ],
            response_format={"type": "json_object"}
        )

        return response.choices[0].message.content

    def generate_hyper_personalized_pitch(self, journalist, story, analysis):
        """Generate truly personalized pitch content"""

        pitch_prompt = f"""
        Create a personalized pitch for journalist based on:

        Journalist Profile:
        {analysis}

        Story Details:
        Title: {story['title']}
        Key Findings: {story['key_findings']}
        Data Points: {story['data_points']}
        Expert Sources: {story['experts']}
        Visual Assets: {story['visuals']}

        Generate pitch that:
        1. References their recent work specifically
        2. Matches their preferred writing style
        3. Offers content format they prefer
        4. Uses appropriate tone and personality match
        5. Includes specific angles they would find valuable
        6. Provides clear value proposition
        7. Suggests optimal timing and follow-up approach

        Return as JSON with subject_line, email_body, follow_up_strategy, and value_proposition.
        """

        response = openai.ChatCompletion.create(
            model="gpt-4",
            messages=[
                {"role": "system", "content": "You are an expert digital PR specialist."},
                {"role": "user", "content": pitch_prompt}
            ],
            response_format={"type": "json_object"}
        )

        return response.choices[0].message.content

    def optimize_outreach_timing(self, journalist_id, historical_data):
        """Use machine learning to predict optimal outreach timing"""

        # Analyze historical engagement patterns
        df = pd.DataFrame(historical_data)

        # Calculate optimal send times based on response rates
        optimal_times = df.groupby(['day_of_week', 'hour'])['response_rate'].mean()
        best_times = optimal_times.sort_values(ascending=False).head(5)

        # Consider journalist-specific patterns
        journalist_patterns = df[df['journalist_id'] == journalist_id]
        if not journalist_patterns.empty:
            journalist_best_times = journalist_patterns.groupby(['day_of_week', 'hour'])['response_rate'].mean()
            personal_best = journalist_best_times.sort_values(ascending=False).head(3)

            return {
                'general_best': best_times.to_dict(),
                'personal_best': personal_best.to_dict(),
                'recommendation': self.calculate_timing_recommendation(best_times, personal_best)
            }

        return {'general_best': best_times.to_dict(), 'recommendation': best_times.index[0]}

    def track_and_learn(self, outreach_data, result_data):
        """Machine learning loop for continuous improvement"""

        # Store results for analysis
        self.conversation_history[str(datetime.now())] = {
            'outreach': outreach_data,
            'results': result_data,
            'success_metrics': self.calculate_success_metrics(result_data)
        }

        # Identify patterns in successful vs unsuccessful outreach
        successful_patterns = self.identify_success_patterns()

        # Update personalization models
        self.update_personalization_models(successful_patterns)

        return {
            'insights': successful_patterns,
            'improvements': self.generate_improvement_recommendations(successful_patterns),
            'next_action_items': self.create_action_items(successful_patterns)
        }

class LinkBuildingAnalytics {
    constructor() {
        this.metrics = {
            acquisition: {
                outreachSent: 0,
                responsesReceived: 0,
                linksSecured: 0,
                costPerLink: 0
            },
            quality: {
                averageDomainAuthority: 0,
                relevantLinkPercentage: 0,
                editorialLinkRate: 0,
                linkPlacementQuality: 0
            },
            performance: {
                linkVelocity: 0,
                linkRetentionRate: 0,
                trafficFromLinks: 0,
                conversionFromLinks: 0
            },
            efficiency: {
                outreachResponseRate: 0,
                conversionRate: 0,
                timeToLink: 0,
                resourceUtilization: 0
            }
        };
    }

    generateComprehensiveReport(timePeriod) {
        const report = {
            overview: this.generateOverview(timePeriod),
            performance: this.analyzePerformance(timePeriod),
            quality: this.assessLinkQuality(timePeriod),
            efficiency: this.calculateEfficiency(timePeriod),
            roi: this.calculateROI(timePeriod),
            insights: this.generateInsights(timePeriod),
            recommendations: this.generateRecommendations(timePeriod)
        };

        return this.formatReport(report);
    }

    analyzePerformance(timePeriod) {
        return {
            linkVelocity: this.calculateLinkVelocity(timePeriod),
            growthTrends: this.identifyGrowthTrends(timePeriod),
            seasonalPatterns: this.analyzeSeasonalPatterns(timePeriod),
            campaignPerformance: this.analyzeCampaignPerformance(timePeriod),
            competitorComparison: this.benchmarkAgainstCompetitors(timePeriod)
        };
    }

    generateInsights(timePeriod) {
        const insights = [];

        // Performance insights
        if (this.metrics.performance.linkVelocity > this.benchmarks.industryAverage) {
            insights.push({
                type: 'performance',
                level: 'positive',
                message: 'Link velocity exceeding industry average',
                impact: 'Strong competitive positioning',
                action: 'Maintain current strategy and scale successful tactics'
            });
        }

        // Quality insights
        if (this.metrics.quality.averageDomainAuthority > 60) {
            insights.push({
                type: 'quality',
                level: 'positive',
                message: 'High average domain authority from acquired links',
                impact: 'Strong authority building and ranking potential',
                action: 'Continue targeting high-authority publications'
            });
        }

        // Efficiency insights
        if (this.metrics.efficiency.outreachResponseRate < 0.15) {
            insights.push({
                type: 'efficiency',
                level: 'warning',
                message: 'Low outreach response rate detected',
                impact: 'Resource inefficiency and slower link acquisition',
                action: 'Improve targeting and personalization strategies'
            });
        }

        return insights;
    }
}