AI Destekli Web Tasarım

// AI-Powered Personalization Engine class PersonalizationAI { constructor() { this.userProfile = {}; this.behaviorPatterns = []; this.mlModel = new TensorFlow.Model(); } analyzeUserBehavior(interactions) { const features = this.extractFeatures(interactions); const patterns = this.mlModel.predict(features); return { preferences: patterns.preferences, intents: patterns.intents, personalityType: patterns.personality, contentAffinity: patterns.contentTypes }; } generatePersonalizedContent(userContext) { // AI-powered content generation için modern web teknolojileri gerekli const aiRecommendations = this.mlModel.recommend({ userProfile: this.userProfile, currentContext: userContext, historicalData: this.behaviorPatterns }); return { heroContent: aiRecommendations.hero, productSuggestions: aiRecommendations.products, layoutVariation: aiRecommendations.layout, colorScheme: aiRecommendations.colors, navigationStyle: aiRecommendations.navigation }; } adaptInterfaceRealtime(userActions) { const adaptations = this.mlModel.adaptInterface({ currentActions: userActions, userPreferences: this.userProfile, conversionGoals: this.businessObjectives }); // Dynamic UI adjustments this.updateLayout(adaptations.layout); this.adjustColors(adaptations.colorScheme); this.optimizeNavigation(adaptations.navigation); return adaptations; } }

// Generative AI Design System class GenerativeDesignAI { constructor() { this.designDNA = {}; this.styleGAN = new StyleGAN(); this.layoutEngine = new LayoutAI(); } generateDesignVariations(brandGuidelines) { const designSeed = this.extractDesignDNA(brandGuidelines); const variations = this.styleGAN.generate({ colorPalettes: designSeed.colors, typography: designSeed.fonts, spacing: designSeed.spacing, brandPersonality: designSeed.personality }); return variations.map(variation => ({ layout: this.layoutEngine.optimize(variation.layout), colors: this.harmonizeColors(variation.colors), typography: this.selectOptimalFonts(variation.fonts), components: this.generateComponents(variation.elements), responsiveBreakpoints: this.calculateBreakpoints(variation.layout) })); } smartComponentGeneration(requirements) { const componentAI = new ComponentGeneratorAI(); return componentAI.create({ functionality: requirements.features, userContext: requirements.context, brandAlignment: this.designDNA, accessibilityLevel: requirements.accessibility, performanceTargets: requirements.performance }); } optimizeForConversion(designVariations) { const conversionAI = new ConversionOptimizationAI(); return conversionAI.analyze(designVariations).then(results => { return results.map(result => ({ design: result.optimizedDesign, conversionScore: result.predictedCVR, userEngagement: result.engagementMetrics, accessibilityScore: result.accessibilityRating, performanceScore: result.performanceMetrics })); }); } }

// AI-Driven A/B Testing Platform class IntelligentABTesting { constructor() { this.testingAI = new MultiArmedBandit(); this.statisticalEngine = new BayesianOptimization(); this.predictiveModel = new ConversionPredictionAI(); } createIntelligentTest(variations) { const testConfig = this.testingAI.optimize({ variations: variations, trafficAllocation: 'dynamic', confidenceLevel: 0.95, minimumDetectableEffect: 0.02, expectedConversions: this.predictiveModel.estimate(variations) }); return { testId: this.generateTestId(), variations: testConfig.optimizedVariations, trafficDistribution: testConfig.dynamicAllocation, stoppingCriteria: testConfig.stoppingRules, expectedDuration: testConfig.estimatedDuration }; } adaptTestRealtime(testResults) { const adaptations = this.statisticalEngine.analyze({ currentResults: testResults, confidenceIntervals: this.calculateCI(testResults), bayesianPosterior: this.updatePosterior(testResults) }); if (adaptations.shouldAdapt) { this.reallocateTraffic(adaptations.newAllocation); this.updateStoppingCriteria(adaptations.stoppingRules); return { status: 'adapted', newAllocation: adaptations.newAllocation, expectedCompletion: adaptations.newDuration, confidence: adaptations.currentConfidence }; } return { status: 'continuing', currentMetrics: testResults }; } generateInsights(completedTest) { const insights = this.predictiveModel.analyze({ winner: completedTest.winningVariation, allResults: completedTest.allVariations, userSegments: completedTest.segmentData, contextualFactors: completedTest.contextData }); return { primaryInsights: insights.keyFindings, recommendations: insights.actionableRecommendations, predictedImpact: insights.projectedResults, implementationGuide: insights.implementationSteps, futureTestSuggestions: insights.nextTests }; } }

// Intelligent Chatbot System class AdvancedChatbotAI { constructor() { this.nlpProcessor = new NaturalLanguageProcessor(); this.contextEngine = new ContextualAI(); this.knowledgeBase = new DynamicKnowledgeGraph(); } processUserQuery(userInput, sessionContext) { const analysis = this.nlpProcessor.analyze({ text: userInput, context: sessionContext, userHistory: this.getUserHistory(sessionContext.userId), currentPageContext: sessionContext.pageData }); const intent = this.contextEngine.determineIntent({ nlpAnalysis: analysis, userJourney: sessionContext.journeyStage, businessContext: this.businessKnowledge, previousInteractions: sessionContext.history }); return this.generateResponse(intent, analysis, sessionContext); } generateContextualResponse(intent, userContext) { const responseStrategy = this.contextEngine.selectStrategy({ userIntent: intent.primary, userPersonality: userContext.personalityProfile, urgencyLevel: intent.urgency, complexityScore: intent.complexity, availableResources: this.knowledgeBase.relevantResources(intent) }); const response = this.nlpProcessor.generate({ strategy: responseStrategy, personalizedTone: userContext.communicationPreference, knowledgeContext: this.knowledgeBase.getContext(intent), actionableSteps: this.generateActionSteps(intent), followUpSuggestions: this.predictNextQuestions(intent, userContext) }); return { message: response.text, actions: response.suggestedActions, resources: response.helpfulLinks, escalation: response.escalationOptions, confidence: response.confidenceScore }; } learnFromInteraction(interaction, outcome) { this.knowledgeBase.updateFromInteraction({ userQuery: interaction.query, botResponse: interaction.response, userFeedback: outcome.satisfaction, resolutionSuccess: outcome.resolved, followUpActions: outcome.userActions }); // Continuous learning this.nlpProcessor.finetune(interaction, outcome); this.contextEngine.improveIntentRecognition(interaction, outcome); return this.knowledgeBase.getUpdatedInsights(); } }