AI Compliance Frameworks

1// Example of risk classification API usage
2import { ComplianceFramework } from '@akioudai/safety-sdk';
3
4// Initialize EU AI Act compliance framework
5const euAiActFramework = new ComplianceFramework({
6  apiKey: process.env.AKIOUDAI_API_KEY,
7  framework: 'eu_ai_act'
8});
9
10// Function to classify AI system risk level
11async function classifyAISystemRisk(systemDescription) {
12  const classification = await euAiActFramework.classifyRisk({
13    systemName: 'Customer Support Assistant',
14    description: systemDescription,
15    domain: 'customer service',
16    capabilities: [
17      'chat interaction',
18      'information retrieval',
19      'personalized responses'
20    ],
21    dataTypes: [
22      'customer queries',
23      'customer history',
24      'product information'
25    ]
26  });
27  
28  console.log(`Risk Category: ${classification.riskCategory}`);
29  console.log(`Confidence: ${classification.confidence}`);
30  console.log('Reasons:');
31  
32  for (const reason of classification.reasons) {
33    console.log(`- ${reason}`);
34  }
35  
36  // Get compliance requirements based on risk category
37  const requirements = await euAiActFramework.getRequirements(
38    classification.riskCategory
39  );
40  
41  return {
42    classification,
43    requirements
44  };
45}

1// Example of GDPR DPIA generation
2import { ComplianceFramework } from '@akioudai/safety-sdk';
3
4// Initialize GDPR compliance framework
5const gdprFramework = new ComplianceFramework({
6  apiKey: process.env.AKIOUDAI_API_KEY,
7  framework: 'gdpr'
8});
9
10// Generate a Data Protection Impact Assessment
11async function generateDPIA(aiSystem) {
12  const dataInventory = await gdprFramework.createDataInventory({
13    dataTypes: aiSystem.dataTypes,
14    dataSubjects: aiSystem.dataSubjects,
15    processingPurposes: aiSystem.processingPurposes,
16    retentionPeriods: aiSystem.retentionPeriods,
17    dataRecipients: aiSystem.dataRecipients
18  });
19  
20  // Analyze the necessity and proportionality
21  const necessityAnalysis = await gdprFramework.analyzeNecessity({
22    processingPurposes: aiSystem.processingPurposes,
23    dataMinimization: aiSystem.dataMinimizationMeasures,
24    alternatives: aiSystem.alternativeApproaches
25  });
26  
27  // Identify and assess risks
28  const riskAssessment = await gdprFramework.assessRisks({
29    dataInventory,
30    processingOperations: aiSystem.processingOperations,
31    securityMeasures: aiSystem.securityMeasures
32  });
33  
34  // Generate DPIA document
35  const dpia = await gdprFramework.generateDPIA({
36    systemName: aiSystem.name,
37    systemDescription: aiSystem.description,
38    dataController: aiSystem.dataController,
39    dataInventory,
40    necessityAnalysis,
41    riskAssessment,
42    mitigationMeasures: aiSystem.mitigationMeasures
43  });
44  
45  return {
46    dpia,
47    riskScore: riskAssessment.overallScore,
48    highRisks: riskAssessment.risks.filter(r => r.severity === 'high')
49  };
50}

1// Example of NIST AI RMF mapping
2import { ComplianceFramework } from '@akioudai/safety-sdk';
3
4// Initialize NIST AI RMF compliance framework
5const nistFramework = new ComplianceFramework({
6  apiKey: process.env.AKIOUDAI_API_KEY,
7  framework: 'nist_ai_rmf'
8});
9
10// Map AI system to NIST AI RMF
11async function mapToNistFramework(aiSystem) {
12  // Map function - identify context and AI model characteristics
13  const mapResult = await nistFramework.mapSystem({
14    systemName: aiSystem.name,
15    description: aiSystem.description,
16    useCase: aiSystem.useCase,
17    modelType: aiSystem.modelType,
18    deploymentEnvironment: aiSystem.deploymentEnvironment,
19    stakeholders: aiSystem.stakeholders
20  });
21  
22  // Measure function - identify risks and impacts
23  const measureResult = await nistFramework.measureRisks({
24    mapResult,
25    dataSources: aiSystem.dataSources,
26    modelCapabilities: aiSystem.capabilities,
27    potentialImpacts: aiSystem.impacts
28  });
29  
30  // Manage function - implement controls and governance
31  const manageResult = await nistFramework.manageRisks({
32    measureResult,
33    proposedControls: aiSystem.controls,
34    governance: aiSystem.governanceStructure,
35    documentationLevel: aiSystem.documentationLevel
36  });
37  
38  // Generate comprehensive report
39  const report = await nistFramework.generateReport({
40    mapResult,
41    measureResult,
42    manageResult
43  });
44  
45  return {
46    report,
47    riskProfile: measureResult.riskProfile,
48    controlGaps: manageResult.controlGaps,
49    recommendations: manageResult.recommendations
50  };
51}

1// Example of ISO/IEC 42001 implementation
2import { ComplianceFramework } from '@akioudai/safety-sdk';
3
4// Initialize ISO/IEC 42001 compliance framework
5const isoFramework = new ComplianceFramework({
6  apiKey: process.env.AKIOUDAI_API_KEY,
7  framework: 'iso_42001'
8});
9
10// Implement ISO/IEC 42001 AI management system
11async function implementIsoManagementSystem(organization) {
12  // Context analysis
13  const contextAnalysis = await isoFramework.analyzeContext({
14    organization: organization.name,
15    industry: organization.industry,
16    aiActivities: organization.aiActivities,
17    stakeholders: organization.stakeholders,
18    externalFactors: organization.externalFactors
19  });
20  
21  // Leadership and commitment
22  const leadershipPlan = await isoFramework.developLeadershipPlan({
23    roles: organization.roles,
24    responsibilities: organization.responsibilities,
25    resources: organization.resources,
26    policies: organization.aiPolicies
27  });
28  
29  // Planning
30  const managementPlan = await isoFramework.createManagementPlan({
31    contextAnalysis,
32    leadershipPlan,
33    objectives: organization.aiObjectives,
34    risks: organization.identifiedRisks,
35    opportunities: organization.opportunities
36  });
37  
38  // Generate documentation
39  const documentation = await isoFramework.generateDocumentation({
40    contextAnalysis,
41    leadershipPlan,
42    managementPlan,
43    processDiagrams: organization.processDiagrams,
44    controlDescriptions: organization.controlDescriptions
45  });
46  
47  // Pre-certification assessment
48  const assessmentResult = await isoFramework.performAssessment({
49    documentation,
50    implementationEvidence: organization.implementationEvidence,
51    performanceData: organization.performanceData
52  });
53  
54  return {
55    documentation,
56    assessmentResult,
57    readinessScore: assessmentResult.overallScore,
58    gapAreas: assessmentResult.gaps,
59    remediation: assessmentResult.remediationPlan
60  };
61}