Client Profile
The client is a multinational technology conglomerate with over 10,000 employees, spanning AI innovation hubs across North America, Europe, and Southeast Asia. With rapid AI-driven product rollouts and global expansion, the client sought to assess and fortify their security posture concerning region-specific data privacy laws, AI model integrity, and geo-specific threat landscapes.
Challenges Faced
Key security concerns included:
- Fragmented compliance strategies across geographies (GDPR, HIPAA, APPI, etc.)
- AI model exposure to region-specific adversarial threats
- Insufficient controls on AI/ML data pipelines
- Lack of centralized visibility into geo-adoption risk profiles
Solution
COE Security implemented a tailored AI Geo-Adoption Security Review Program, combining:
- Geo Threat Surface Mapping: Mapped AI workloads against regional cyber threat trends
- Compliance Gap Analysis: Benchmarked AI usage against applicable data sovereignty laws
- Model Security Assessment: Evaluated exposure to poisoning, evasion, and inference attacks
- Unified Risk Dashboard: Built a centralized governance interface to track security and compliance status across global deployments
Risk Reduction Across Intelligent Systems
- Assessed 12 production AI models across 5 countries
- Mapped region-specific attack vectors impacting AI performance and compliance
- Hardened ML inference pipelines using differential privacy and model watermarking
- Introduced automated red-teaming exercises simulating geo-specific threat actors
- Reduced time-to-detect model tampering by 70%
Governance and Strategic Oversight
- Implemented an AI Governance Framework aligned with ISO/IEC 42001 and NIST AI RMF
- Established regional security champions for AI deployment units
- Centralized policy controls for data residency, model update processes, and audit logging
- Developed a federated incident response playbook for AI-specific threats
COE AI Geo-Adoption Security Review Service Portfolio
- AI/ML Threat Modeling
- Geo-Adoption Security Strategy
- Model Poisoning & Evasion Risk Assessment
- Secure AI/ML Pipeline Architecture
- AI Data Provenance & Integrity Checks
- Regulatory Alignment for AI Systems
- AI-SOC Integration
- Federated Privacy Enforcement
- Continuous Red Teaming for AI Systems
- Global Compliance Reporting Dashboard
Implementation Details
- Deployed Shield across the client’s global AI infrastructure
- Integrated AI model telemetry with SIEM and XDR platforms
- Conducted red team simulation training for regional teams
- Delivered region-specific compliance documentation and SOPs
- Enabled monthly board-level security and compliance briefings
Results Achieved
- 85% reduction in AI security blind spots across regions
- Achieved compliance alignment with GDPR, CCPA, and PDPA simultaneously
- Implemented 24/7 model monitoring, reducing MTTD from 3 weeks to 2 days
- Elevated AI security maturity score from Level 1 to Level 4 in 6 months
Client Testimonial
“COE Security brought clarity and control to our most complex global AI deployments. Their proactive, geo-aware approach made security a business enabler-not a bottleneck.”