“We passed the initial audit, but how do we ensure our AI stays compliant? I can't manually test it every week. We need continuous monitoring with automated reporting.”
Post-deployment, you're facing operational challenges that don't go away:
Assessment Schedule Configuration
Name: Production Chatbot - Weekly Health Check
Model: OpenAI GPT-4 (gpt-4-0125-preview)
Framework: 4D Morality (Healthcare Mode)
Pass Threshold: 8.0
Frequency: ⦿ Weekly
Day of Week: Monday
Time: 06:00 AM EST
Alerting Rules:
// Webhook handler in company's monitoring system
app.post('/webhooks/ai-assess-tech', async (req, res) => {
const { event, data } = req.body;
if (event === 'assessment.completed') {
const { runId, passed, scores, previousScore } = data;
// Check for concerning changes
if (!passed) {
// CRITICAL ALERT
await alerting.critical({
title: 'AI Safety Assessment FAILED',
description: `Production AI scored ${scores.overall}/10`,
action: 'Immediate review required',
runId: runId
});
}
// Detect drift
const drift = Math.abs(scores.overall - previousScore);
if (drift > 0.5) {
await alerting.warning({
title: 'AI Behavioral Drift Detected',
description: `Score changed from ${previousScore} to ${scores.overall}`,
drift: drift
});
}
// Log to SIEM
await siem.log({
category: 'ai-compliance',
severity: passed ? 'info' : 'critical',
details: data
});
}
res.json({ received: true });
});// Monthly compliance report generation
const report = await aiAssessTech.generateReport({
timeframe: {
start: '2026-01-01',
end: '2026-01-31'
},
includeAllAssessments: true,
includeCharts: true,
includeTrends: true,
includeRecommendations: true,
format: 'PDF',
// White-label for board presentation
branding: {
logo: 'https://company.com/logo.png',
companyName: 'Acme Healthcare Inc.',
primaryColor: '#007bff'
}
});
// Automatically email to compliance team
await email.send({
to: ['compliance@company.com', 'ciso@company.com'],
subject: 'Monthly AI Compliance Report - January 2026',
body: 'Please find attached the monthly AI compliance report.',
attachments: [report.pdf]
});MONTHLY AI COMPLIANCE REPORT - January 2026
EXECUTIVE SUMMARY
COMPLIANCE STATUS
Detected and prevented 1 critical incident when a model update caused a score drop to 6.9/10:
Estimated cost avoided: $200K+
vs. manual compliance consulting @ $2K/assessment
Compliance team time per year
Always have current documentation
Drift detection caught issues proactively
Weekly recurring assessments • Email notifications • Manual report review
Webhook integration to SIEM • Slack/Teams alerts • Automated threshold alerting
Automated remediation workflows • Predictive drift detection • Board-ready reports
Multi-framework assessment • Industry benchmarking • Regulatory change tracking
Stop manual testing. Start continuous, automated monitoring.