n8n Marketing Automation: AI-Powered Campaigns & Growth Templates#

1
// Advanced email campaign orchestration
2
class EmailCampaignOrchestrator {
3
  async createCampaign(config) {
4
    const campaign = {
5
      id: generateCampaignId(),
6
      name: config.name,
7
      type: config.type,
8
      segments: await this.defineSegments(config),
9
      content: await this.generateContent(config),
10
      schedule: this.optimizeSchedule(config),
11
      personalization: await this.setupPersonalization(config),
12
      tracking: this.setupTracking()
13
    };
14

15
    // AI optimization
16
    campaign.aiOptimizations = await this.applyAIOptimizations(campaign);
17

18
    return campaign;
19
  }
20

21
  async defineSegments(config) {
22
    // AI-powered segmentation
23
    const segments = [];
24

25
    // Behavioral segmentation
26
    segments.push({
27
      name: 'Highly Engaged',
28
      criteria: {
29
        openRate: { gt: 0.4 },
30
        clickRate: { gt: 0.1 },
31
        lastEngagement: { within: '30d' }
32
      },
33
      size: await this.calculateSegmentSize(this.criteria)
34
    });
35

36
    // Predictive segmentation
37
    const predictiveSegments = await this.generatePredictiveSegments();
38
    segments.push(...predictiveSegments);
39

40
    // Custom segments
41
    if (config.customSegments) {
42
      segments.push(...config.customSegments);
43
    }
44

45
    return segments;
46
  }
47

48
  async generateContent(config) {
49
    const content = {
50
      subject: await this.generateSubjectLines(config),
51
      preheader: await this.generatePreheader(config),
52
      body: await this.generateEmailBody(config),
53
      cta: await this.optimizeCTA(config),
54
      images: await this.selectImages(config)
55
    };
56

57
    // A/B test variations
58
    content.variations = await this.createVariations(content);
59

60
    return content;
61
  }
62

63
  async generateSubjectLines(config) {
64
    const prompt = `
65
      Generate 5 email subject lines for:
66
      Campaign: ${config.name}
67
      Goal: ${config.goal}
68
      Audience: ${config.audience}
69
      Tone: ${config.tone}
70

71
      Requirements:
72
      - Under 50 characters
73
      - Include personalization tokens
74
      - Create urgency or curiosity
75
      - Avoid spam triggers
76
    `;
77

78
    const subjects = await this.callAI(prompt);
79

80
    // Test and score
81
    const scored = await Promise.all(
82
      subjects.map(async (subject) => ({
83
        text: subject,
84
        score: await this.scoreSubjectLine(subject),
85
        predictedOpenRate: await this.predictOpenRate(subject)
86
      }))
87
    );
88

89
    return scored.sort((a, b) => b.score - a.score);
90
  }
91
}
92

93
// Email personalization engine
94
class EmailPersonalization {
95
  async personalizeEmail(template, recipient) {
96
    // Basic personalization
97
    let content = this.replaceTokens(template, recipient);
98

99
    // Dynamic content blocks
100
    content = await this.insertDynamicContent(content, recipient);
101

102
    // AI-powered personalization
103
    content = await this.aiPersonalization(content, recipient);
104

105
    // Product recommendations
106
    if (content.includes('{{recommendations}}')) {
107
      const recommendations = await this.getRecommendations(recipient);
108
      content = content.replace('{{recommendations}}',
109
        this.formatRecommendations(recommendations)
110
      );
111
    }
112

113
    return content;
114
  }
115

116
  async aiPersonalization(content, recipient) {
117
    const prompt = `
118
      Personalize this email content for the recipient:
119

120
      Recipient Profile:
121
      - Industry: ${recipient.industry}
122
      - Role: ${recipient.role}
123
      - Previous Interactions: ${recipient.interactions}
124
      - Interests: ${recipient.interests}
125

126
      Current Content: ${content}
127

128
      Adjust tone, examples, and messaging to resonate with this recipient.
129
    `;
130

131
    return await this.callAI(prompt);
132
  }
133

134
  async getRecommendations(recipient) {
135
    // Collaborative filtering
136
    const collaborative = await this.collaborativeFiltering(recipient);
137

138
    // Content-based filtering
139
    const contentBased = await this.contentBasedFiltering(recipient);
140

141
    // AI recommendations
142
    const aiRecommendations = await this.aiRecommendations(recipient);
143

144
    // Combine and rank
145
    return this.rankRecommendations([
146
      ...collaborative,
147
      ...contentBased,
148
      ...aiRecommendations
149
    ], recipient);
150
  }
151
}

1
// Drip campaign automation
2
class DripCampaignAutomation {
3
  async createDripSequence(type) {
4
    const sequences = {
5
      welcome: this.welcomeSequence(),
6
      onboarding: this.onboardingSequence(),
7
      nurture: this.nurtureSequence(),
8
      reengagement: this.reengagementSequence(),
9
      abandoned_cart: this.abandonedCartSequence()
10
    };
11

12
    return sequences[type] || this.customSequence(type);
13
  }
14

15
  welcomeSequence() {
16
    return [
17
      {
18
        day: 0,
19
        email: {
20
          subject: 'Welcome to {{company}}! 🎉',
21
          template: 'welcome_email',
22
          personalization: 'high',
23
          timing: 'immediate'
24
        }
25
      },
26
      {
27
        day: 2,
28
        email: {
29
          subject: 'Get Started with These 3 Simple Steps',
30
          template: 'getting_started',
31
          includeGuide: true,
32
          timing: 'morning'
33
        }
34
      },
35
      {
36
        day: 5,
37
        email: {
38
          subject: 'Your Exclusive Welcome Offer Inside',
39
          template: 'welcome_offer',
40
          offer: { type: 'discount', value: 20 },
41
          timing: 'optimal'
42
        }
43
      },
44
      {
45
        day: 7,
46
        email: {
47
          subject: 'Meet Our Community',
48
          template: 'community_intro',
49
          includeTestimonials: true,
50
          timing: 'afternoon'
51
        }
52
      },
53
      {
54
        day: 14,
55
        email: {
56
          subject: 'How Can We Help You Succeed?',
57
          template: 'success_check',
58
          survey: true,
59
          timing: 'morning'
60
        }
61
      }
62
    ];
63
  }
64

65
  async executeSequence(sequence, recipient) {
66
    for (const step of sequence) {
67
      // Schedule email
68
      const scheduledTime = await this.calculateSendTime(
69
        recipient,
70
        step.day,
71
        step.email.timing
72
      );
73

74
      // Check conditions
75
      if (await this.shouldSend(recipient, step)) {
76
        const email = await this.prepareEmail(step.email, recipient);
77

78
        await this.scheduleEmail({
79
          recipient: recipient,
80
          email: email,
81
          sendAt: scheduledTime,
82
          sequence: sequence.name,
83
          step: step.day
84
        });
85
      }
86
    }
87
  }
88

89
  async calculateSendTime(recipient, dayOffset, timing) {
90
    const baseTime = new Date();
91
    baseTime.setDate(baseTime.getDate() + dayOffset);
92

93
    switch(timing) {
94
      case 'immediate':
95
        return new Date();
96
      case 'optimal':
97
        return await this.getOptimalSendTime(recipient);
98
      case 'morning':
99
        return this.setTimeInTimezone(baseTime, 9, recipient.timezone);
100
      case 'afternoon':
101
        return this.setTimeInTimezone(baseTime, 14, recipient.timezone);
102
      default:
103
        return baseTime;
104
    }
105
  }
106
}

1
// Automated content creation system
2
class ContentGenerationSystem {
3
  async generateBlogPost(topic, config = {}) {
4
    // Research phase
5
    const research = await this.researchTopic(topic);
6

7
    // Outline generation
8
    const outline = await this.generateOutline(topic, research);
9

10
    // Content creation
11
    const content = await this.createContent(outline, config);
12

13
    // SEO optimization
14
    const optimized = await this.optimizeForSEO(content, topic);
15

16
    // Image generation
17
    const images = await this.generateImages(content);
18

19
    // Final formatting
20
    return this.formatBlogPost(optimized, images);
21
  }
22

23
  async researchTopic(topic) {
24
    const research = {
25
      keywords: await this.keywordResearch(topic),
26
      competitors: await this.analyzeCompetitorContent(topic),
27
      trends: await this.getTrends(topic),
28
      questions: await this.getAudienceQuestions(topic),
29
      data: await this.gatherStatistics(topic)
30
    };
31

32
    return research;
33
  }
34

35
  async generateOutline(topic, research) {
36
    const prompt = `
37
      Create a comprehensive blog post outline for: "${topic}"
38

39
      Research insights:
40
      - Top keywords: ${research.keywords.join(', ')}
41
      - Audience questions: ${research.questions.join(', ')}
42
      - Current trends: ${research.trends.join(', ')}
43

44
      Requirements:
45
      - SEO-optimized structure
46
      - Engaging hook
47
      - Actionable sections
48
      - Data-driven insights
49
      - Clear conclusion with CTA
50
    `;
51

52
    const outline = await this.callAI(prompt);
53
    return this.parseOutline(outline);
54
  }
55

56
  async createContent(outline, config) {
57
    const sections = [];
58

59
    for (const section of outline.sections) {
60
      const sectionContent = await this.generateSection(section, config);
61
      sections.push(sectionContent);
62
    }
63

64
    return {
65
      title: outline.title,
66
      introduction: await this.generateIntroduction(outline),
67
      sections: sections,
68
      conclusion: await this.generateConclusion(outline),
69
      meta: await this.generateMetadata(outline)
70
    };
71
  }
72

73
  async optimizeForSEO(content, topic) {
74
    // Keyword optimization
75
    content = await this.optimizeKeywordDensity(content, topic);
76

77
    // Internal linking
78
    content.internalLinks = await this.suggestInternalLinks(content);
79

80
    // Schema markup
81
    content.schema = this.generateSchemaMarkup(content);
82

83
    // Meta optimization
84
    content.meta = {
85
      title: await this.optimizeTitle(content.title, topic),
86
      description: await this.generateMetaDescription(content),
87
      keywords: await this.selectKeywords(content, topic)
88
    };
89

90
    return content;
91
  }
92
}
93

94
// Content distribution automation
95
class ContentDistribution {
96
  async distributeContent(content) {
97
    const channels = [];
98

99
    // Blog publication
100
    channels.push(this.publishToBlog(content));
101

102
    // Social media posts
103
    channels.push(this.createSocialPosts(content));
104

105
    // Email newsletter
106
    channels.push(this.addToNewsletter(content));
107

108
    // Content syndication
109
    channels.push(this.syndicateContent(content));
110

111
    // Execute distribution
112
    const results = await Promise.all(channels);
113

114
    return {
115
      published: results.filter(r => r.success).length,
116
      channels: results,
117
      reach: this.calculateReach(results)
118
    };
119
  }
120

121
  async createSocialPosts(content) {
122
    const posts = {
123
      twitter: await this.createTwitterThread(content),
124
      linkedin: await this.createLinkedInPost(content),
125
      facebook: await this.createFacebookPost(content),
126
      instagram: await this.createInstagramPost(content)
127
    };
128

129
    // Schedule posts
130
    const scheduled = [];
131
    for (const [platform, post] of Object.entries(posts)) {
132
      scheduled.push(
133
        this.schedulePost(platform, post, this.getOptimalTime(platform))
134
      );
135
    }
136

137
    return scheduled;
138
  }
139

140
  async createTwitterThread(content) {
141
    const prompt = `
142
      Convert this blog post into an engaging Twitter thread:
143

144
      Title: ${content.title}
145
      Key Points: ${content.keyPoints.join(', ')}
146

147
      Requirements:
148
      - 5-8 tweets
149
      - Each tweet under 280 characters
150
      - Include relevant hashtags
151
      - End with CTA
152
    `;
153

154
    const thread = await this.callAI(prompt);
155
    return this.formatTwitterThread(thread);
156
  }
157
}

1
// Social media automation hub
2
class SocialMediaAutomation {
3
  async manageSocialChannels() {
4
    const tasks = {
5
      posting: this.automatedPosting(),
6
      engagement: this.automatedEngagement(),
7
      monitoring: this.socialListening(),
8
      analytics: this.performanceTracking(),
9
      influencer: this.influencerOutreach()
10
    };
11

12
    return await this.executeTasks(tasks);
13
  }
14

15
  async automatedPosting() {
16
    // Content calendar
17
    const calendar = await this.getContentCalendar();
18

19
    for (const post of calendar.scheduled) {
20
      // Generate platform-specific content
21
      const content = await this.adaptContent(post);
22

23
      // Optimize timing
24
      const timing = await this.optimizeTiming(post);
25

26
      // Schedule post
27
      await this.schedulePost({
28
        platforms: post.platforms,
29
        content: content,
30
        scheduledTime: timing,
31
        tags: post.tags,
32
        mentions: post.mentions
33
      });
34
    }
35
  }
36

37
  async automatedEngagement() {
38
    // Monitor mentions
39
    const mentions = await this.getMentions();
40

41
    for (const mention of mentions) {
42
      const response = await this.generateResponse(mention);
43

44
      if (response.shouldRespond) {
45
        await this.postResponse({
46
          platform: mention.platform,
47
          inReplyTo: mention.id,
48
          content: response.content,
49
          tone: response.tone
50
        });
51
      }
52

53
      // Track engagement
54
      await this.trackEngagement(mention, response);
55
    }
56
  }
57

58
  async socialListening() {
59
    const keywords = ['brand_name', 'product_names', 'competitors'];
60
    const conversations = [];
61

62
    for (const keyword of keywords) {
63
      const results = await this.searchSocial(keyword);
64

65
      for (const result of results) {
66
        const analysis = await this.analyzeSentiment(result);
67

68
        if (analysis.requiresAction) {
69
          conversations.push({
70
            platform: result.platform,
71
            content: result,
72
            sentiment: analysis.sentiment,
73
            priority: analysis.priority,
74
            suggestedAction: analysis.action
75
          });
76
        }
77
      }
78
    }
79

80
    return conversations;
81
  }
82
}
83

84
// Influencer marketing automation
85
class InfluencerAutomation {
86
  async identifyInfluencers(criteria) {
87
    const influencers = [];
88

89
    // Search by niche
90
    const nicheInfluencers = await this.searchByNiche(criteria.niche);
91

92
    // Filter by metrics
93
    const qualified = nicheInfluencers.filter(inf =>
94
      inf.followers >= criteria.minFollowers &&
95
      inf.engagementRate >= criteria.minEngagement &&
96
      inf.audienceMatch >= criteria.audienceMatch
97
    );
98

99
    // Score and rank
100
    for (const influencer of qualified) {
101
      influencer.score = await this.scoreInfluencer(influencer, criteria);
102
      influencers.push(influencer);
103
    }
104

105
    return influencers.sort((a, b) => b.score - a.score);
106
  }
107

108
  async automateOutreach(influencer, campaign) {
109
    // Personalized message
110
    const message = await this.generateOutreachMessage(influencer, campaign);
111

112
    // Multi-channel outreach
113
    const channels = [];
114

115
    if (influencer.email) {
116
      channels.push(this.sendEmail(influencer.email, message.email));
117
    }
118

119
    if (influencer.social.dm_open) {
120
      channels.push(this.sendDM(influencer.social, message.dm));
121
    }
122

123
    // Track outreach
124
    await this.trackOutreach({
125
      influencer: influencer,
126
      campaign: campaign,
127
      message: message,
128
      sentAt: new Date()
129
    });
130

131
    return await Promise.all(channels);
132
  }
133
}

1
// SEO automation system
2
class SEOAutomation {
3
  async performSEOAudit(website) {
4
    const audit = {
5
      technical: await this.technicalAudit(website),
6
      content: await this.contentAudit(website),
7
      backlinks: await this.backlinkAudit(website),
8
      competitors: await this.competitorAnalysis(website),
9
      keywords: await this.keywordAnalysis(website)
10
    };
11

12
    // Generate recommendations
13
    audit.recommendations = await this.generateRecommendations(audit);
14

15
    // Create action plan
16
    audit.actionPlan = this.createActionPlan(audit.recommendations);
17

18
    return audit;
19
  }
20

21
  async technicalAudit(website) {
22
    const issues = [];
23

24
    // Crawl website
25
    const pages = await this.crawlWebsite(website);
26

27
    for (const page of pages) {
28
      // Check page speed
29
      const speed = await this.checkPageSpeed(page.url);
30
      if (speed.score < 50) {
31
        issues.push({
32
          type: 'performance',
33
          url: page.url,
34
          issue: 'Slow page load',
35
          impact: 'high',
36
          solution: speed.recommendations
37
        });
38
      }
39

40
      // Check mobile friendliness
41
      const mobile = await this.checkMobile(page.url);
42
      if (!mobile.isMobileFriendly) {
43
        issues.push({
44
          type: 'mobile',
45
          url: page.url,
46
          issue: mobile.issues,
47
          impact: 'high'
48
        });
49
      }
50

51
      // Check meta tags
52
      const meta = this.checkMetaTags(page);
53
      issues.push(...meta.issues);
54

55
      // Check structured data
56
      const schema = this.checkSchema(page);
57
      issues.push(...schema.issues);
58
    }
59

60
    return {
61
      issues: issues,
62
      score: this.calculateTechnicalScore(issues),
63
      priority: this.prioritizeIssues(issues)
64
    };
65
  }
66

67
  async monitorRankings(keywords) {
68
    const rankings = [];
69

70
    for (const keyword of keywords) {
71
      const position = await this.checkRanking(keyword);
72

73
      rankings.push({
74
        keyword: keyword,
75
        position: position.current,
76
        change: position.current - position.previous,
77
        searchVolume: await this.getSearchVolume(keyword),
78
        difficulty: await this.getKeywordDifficulty(keyword),
79
        url: position.url
80
      });
81
    }
82

83
    // Analyze trends
84
    const trends = this.analyzeRankingTrends(rankings);
85

86
    // Generate alerts
87
    const alerts = this.generateRankingAlerts(rankings, trends);
88

89
    return {
90
      rankings: rankings,
91
      trends: trends,
92
      alerts: alerts
93
    };
94
  }
95
}
96

97
// Automated link building
98
class LinkBuildingAutomation {
99
  async findLinkOpportunities(website) {
100
    const opportunities = [];
101

102
    // Broken link building
103
    opportunities.push(...await this.findBrokenLinks(website));
104

105
    // Guest posting opportunities
106
    opportunities.push(...await this.findGuestPostSites(website));
107

108
    // Resource page opportunities
109
    opportunities.push(...await this.findResourcePages(website));
110

111
    // HARO opportunities
112
    opportunities.push(...await this.findHAROOpportunities(website));
113

114
    // Score and prioritize
115
    return this.prioritizeOpportunities(opportunities);
116
  }
117

118
  async automateOutreach(opportunity) {
119
    // Generate personalized email
120
    const email = await this.generateOutreachEmail(opportunity);
121

122
    // Find contact information
123
    const contact = await this.findContactInfo(opportunity.website);
124

125
    // Send outreach
126
    const sent = await this.sendOutreach(contact, email);
127

128
    // Schedule follow-up
129
    if (sent.success) {
130
      await this.scheduleFollowUp(opportunity, 7); // 7 days
131
    }
132

133
    return sent;
134
  }
135
}

1
// Marketing analytics system
2
class MarketingAnalytics {
3
  async generateDashboard(period) {
4
    const metrics = {
5
      overview: await this.getOverviewMetrics(period),
6
      channels: await this.getChannelMetrics(period),
7
      campaigns: await this.getCampaignMetrics(period),
8
      content: await this.getContentMetrics(period),
9
      roi: await this.calculateROI(period),
10
      attribution: await this.getAttribution(period)
11
    };
12

13
    // Generate insights
14
    metrics.insights = await this.generateInsights(metrics);
15

16
    // Predictive analytics
17
    metrics.predictions = await this.generatePredictions(metrics);
18

19
    return metrics;
20
  }
21

22
  async getChannelMetrics(period) {
23
    const channels = ['email', 'social', 'organic', 'paid', 'direct'];
24
    const metrics = {};
25

26
    for (const channel of channels) {
27
      metrics[channel] = {
28
        traffic: await this.getTraffic(channel, period),
29
        conversions: await this.getConversions(channel, period),
30
        revenue: await this.getRevenue(channel, period),
31
        cost: await this.getCost(channel, period),
32
        roi: await this.calculateChannelROI(channel, period),
33
        engagement: await this.getEngagement(channel, period)
34
      };
35
    }
36

37
    return metrics;
38
  }
39

40
  async getAttribution(period) {
41
    // Multi-touch attribution
42
    const journeys = await this.getCustomerJourneys(period);
43

44
    const attribution = {
45
      firstTouch: this.calculateFirstTouch(journeys),
46
      lastTouch: this.calculateLastTouch(journeys),
47
      linear: this.calculateLinear(journeys),
48
      timeDecay: this.calculateTimeDecay(journeys),
49
      dataDriver: await this.calculateDataDriven(journeys)
50
    };
51

52
    return attribution;
53
  }
54

55
  async generateInsights(metrics) {
56
    const prompt = `
57
      Analyze these marketing metrics and provide insights:
58

59
      ${JSON.stringify(metrics)}
60

61
      Provide:
62
      1. Top performing channels and campaigns
63
      2. Areas needing improvement
64
      3. Unexpected trends or anomalies
65
      4. Optimization opportunities
66
      5. Strategic recommendations
67
    `;
68

69
    const insights = await this.callAI(prompt);
70
    return this.formatInsights(insights);
71
  }
72
}
73

74
// Real-time reporting
75
class RealTimeReporting {
76
  async streamMetrics() {
77
    const stream = {
78
      websiteTraffic: this.streamWebsiteTraffic(),
79
      socialEngagement: this.streamSocialEngagement(),
80
      emailPerformance: this.streamEmailMetrics(),
81
      adPerformance: this.streamAdMetrics()
82
    };
83

84
    // Process streams
85
    for (const [metric, stream] of Object.entries(streams)) {
86
      stream.on('data', async (data) => {
87
        await this.processMetric(metric, data);
88

89
        // Check for alerts
90
        const alerts = await this.checkAlerts(metric, data);
91
        if (alerts.length > 0) {
92
          await this.sendAlerts(alerts);
93
        }
94

95
        // Update dashboard
96
        await this.updateDashboard(metric, data);
97
      });
98
    }
99

100
    return stream;
101
  }
102
}

1
// Automated product launch workflow
2
const productLaunchWorkflow = {
3
  name: 'Product Launch Campaign',
4

5
  phases: [
6
    {
7
      name: 'Pre-Launch',
8
      duration: '2 weeks',
9
      activities: [
10
        {
11
          type: 'content',
12
          tasks: [
13
            'Generate teaser content',
14
            'Create landing page',
15
            'Prepare email sequences',
16
            'Design social media assets'
17
          ]
18
        },
19
        {
20
          type: 'outreach',
21
          tasks: [
22
            'Contact influencers',
23
            'Reach out to press',
24
            'Notify beta users'
25
          ]
26
        }
27
      ]
28
    },
29
    {
30
      name: 'Launch Day',
31
      activities: [
32
        {
33
          type: 'announcement',
34
          channels: ['email', 'social', 'blog', 'press'],
35
          timing: 'coordinated'
36
        },
37
        {
38
          type: 'monitoring',
39
          metrics: ['traffic', 'conversions', 'sentiment'],
40
          realtime: true
41
        }
42
      ]
43
    },
44
    {
45
      name: 'Post-Launch',
46
      duration: '4 weeks',
47
      activities: [
48
        {
49
          type: 'nurture',
50
          tasks: [
51
            'Follow up with leads',
52
            'Share success stories',
53
            'Gather feedback',
54
            'Optimize campaigns'
55
          ]
56
        }
57
      ]
58
    }
59
  ]
60
};

1
// Sophisticated lead nurturing
2
const leadNurtureWorkflow = {
3
  name: 'AI-Powered Lead Nurture',
4

5
  segments: [
6
    {
7
      name: 'High Intent',
8
      criteria: {
9
        score: { gte: 80 },
10
        behavior: 'engaged'
11
      },
12
      sequence: 'accelerated',
13
      personalization: 'deep'
14
    },
15
    {
16
      name: 'Medium Intent',
17
      criteria: {
18
        score: { between: [40, 79] },
19
        behavior: 'interested'
20
      },
21
      sequence: 'educational',
22
      personalization: 'moderate'
23
    },
24
    {
25
      name: 'Low Intent',
26
      criteria: {
27
        score: { lt: 40 },
28
        behavior: 'passive'
29
      },
30
      sequence: 'awareness',
31
      personalization: 'light'
32
    }
33
  ],
34

35
  automation: {
36
    scoring: 'ai-powered',
37
    content: 'dynamic',
38
    timing: 'optimized',
39
    channels: 'multi-touch'
40
  }
41
};

1
// Scalable personalization engine
2
class PersonalizationEngine {
3
  async personalizeAtScale(audience, content) {
4
    // Segment audience
5
    const segments = await this.intelligentSegmentation(audience);
6

7
    // Generate variations
8
    const variations = {};
9

10
    for (const segment of segments) {
11
      variations[segment.id] = await this.createVariation(
12
        content,
13
        segment.characteristics
14
      );
15
    }
16

17
    // Individual personalization for VIPs
18
    const vips = audience.filter(a => a.value === 'high');
19
    for (const vip of vips) {
20
      variations[vip.id] = await this.deepPersonalization(content, vip);
21
    }
22

23
    return variations;
24
  }
25
}