AI-Assisted Risk Management

// AI-Powered POAM Generation Engine
class AutomatedPOAMEngine {
    constructor() {
        this.riskAnalyzer = new RiskAnalyzer();
        this.impactCalculator = new ImpactCalculator();
        this.remediationPlanner = new RemediationPlanner();
        this.humanInterface = new RiskDecisionInterface();
        this.mlPredictor = new MLRiskPredictor();
    }

    async generatePOAM(assessmentGap, clientContext) {
        // Step 1: AI analyzes the compliance gap
        const riskAnalysis = await this.riskAnalyzer.analyzeGap({
            gap: assessmentGap,
            evidence: assessmentGap.relatedEvidence,
            controlContext: assessmentGap.controlRequirements,
            threat landscape: await this.getThreatIntelligence()
        });

        // Step 2: AI calculates impact using multiple models
        const impactAssessment = await this.impactCalculator.calculateImpact({
            riskType: riskAnalysis.riskCategory,
            assetValue: clientContext.affectedAssets,
            businessContext: clientContext.businessImpact,
            complianceFrameworks: clientContext.applicableFrameworks
        });

        // Step 3: AI generates remediation recommendations
        const remediationOptions = await this.remediationPlanner.generateOptions({
            risk: riskAnalysis,
            impact: impactAssessment,
            clientCapabilities: clientContext.technicalCapabilities,
            budgetConstraints: clientContext.budgetLimits,
            timeConstraints: clientContext.timeline
        });

        // Step 4: AI creates draft POAM with all recommendations
        const draftPOAM = {
            id: generatePOAMId(),
            title: riskAnalysis.riskTitle,
            description: riskAnalysis.detailedDescription,
            
            // AI-generated risk assessment
            aiRiskAssessment: {
                likelihood: riskAnalysis.likelihoodScore,
                impact: impactAssessment.impactScore,
                overallRisk: this.calculateOverallRisk(riskAnalysis, impactAssessment),
                confidence: riskAnalysis.confidence
            },
            
            // AI-recommended remediation
            remediationPlan: {
                recommendedOption: remediationOptions.optimal,
                alternativeOptions: remediationOptions.alternatives,
                estimatedCost: remediationOptions.optimal.costEstimate,
                estimatedTimeline: remediationOptions.optimal.timeline,
                requiredResources: remediationOptions.optimal.resources
            },

            // Supporting evidence and context
            evidence: riskAnalysis.supportingEvidence,
            affectedSystems: impactAssessment.affectedAssets,
            complianceImpact: impactAssessment.frameworkImpact,
            
            // AI insights and predictions
            aiInsights: {
                similarRisks: await this.findSimilarRisks(riskAnalysis),
                trendAnalysis: await this.analyzeTrends(riskAnalysis),
                successPrediction: await this.mlPredictor.predictSuccess(remediationOptions.optimal)
            }
        };

        // Step 5: Present to human risk professional for review and approval
        const humanDecision = await this.humanInterface.reviewPOAM({
            draftPOAM: draftPOAM,
            aiRecommendations: {
                riskRating: draftPOAM.aiRiskAssessment.overallRisk,
                priority: this.calculatePriority(draftPOAM),
                approach: remediationOptions.optimal.approach
            },
            businessContext: clientContext,
            alternativeOptions: remediationOptions.alternatives
        });

        // Step 6: Finalize POAM with human-approved decisions
        const finalPOAM = await this.finalizePOAM({
            draft: draftPOAM,
            humanDecisions: humanDecision,
            approvedBy: humanDecision.userId,
            approvalDate: new Date(),
            finalRiskRating: humanDecision.approvedRiskRating,
            selectedRemediation: humanDecision.selectedRemediationPlan,
            priority: humanDecision.approvedPriority
        });

        return finalPOAM;
    }

    async monitorPOAMProgress(poamId) {
        // AI continuously monitors POAM implementation progress
        const progress = await this.trackProgress(poamId);
        const risks = await this.assessProgressRisks(progress);
        
        // Alert humans only when intervention is needed
        if (risks.requiresAttention) {
            await this.alertRiskManager({
                poam: poamId,
                issue: risks.identifiedIssues,
                recommendations: risks.suggestedActions
            });
        }

        return progress;
    }
}