Secure AI-Automated
Customer Inquiry & Response System
This enterprise solution implements an intelligent, AI-driven email management system designed to categorize, prioritize, and acknowledge customer inquiries in real-time. Built with a "Privacy-First" architecture ensuring all Malaysian customer data remains secure, localized, and compliant with federal law.
01 / Outlook Ingestion
Microsoft 365 Outlook Graph API Connection
02 / Security Guardrail
Dual-stage Masking: NRIC, Phone, Address
03 / Localized Processing
Local Malaysia Large Language Model (LLM)
04 / Lifecycle Control
Secure Database Log + 90-Day Purge Lifecycle
Technical Architecture
A robust, zero-trust framework designed to deliver human-like efficiency while enforcing rigorous local data compliance.
M365 Integration
Directly integrates with organization email infrastructure via the secure **Microsoft 365 / Outlook Graph API** to fetch inbound customer inquiries.
PII Guardrails
Runs **Dual-stage PII Sanitization** on sensitive patterns including NRIC, Phone Numbers, and Addresses prior to the AI processing phase.
Localized LLM
Powered by a dedicated **Localized Large Language Model** hosted completely within Malaysia, preventing sensitive offshore cross-border transmittals.
Telegram Oversight
Provides real-time notifications and alerts for priority critical queues to secure constant **human-in-the-loop validation**.
Lifecycle Log
Utilizes **Secure Database Logging** with an automated data lifecycle scheduler designed to irrevocably purge data after its active residency window.
The Four Pillars of PDPA Compliance
Architected from the ground up to support the foundational requirements of the Malaysia Personal Data Protection Act (PDPA) 2010.
Security & Data Residency
All data processing occurs strictly on local infrastructure. By utilizing an exclusively localized private-cloud Large Language Model (LLM), the system ensures that sensitive customer inquiries are **never transmitted to global third-party AI platforms** outside of Malaysian borders.
Data Minimization & Sanitization
Before any email ingestion payload reaches the underlying AI model, it passes through a protective **"Guardrail" Layer**. The layer systematically masks highly sensitive patterns including **NRIC numbers, Telephone Sequences, and Home/Office Addresses**, allowing the AI to process only the general intent without processing identity.
Retention & Disposal
Organizations must not hold consumer datasets longer than legally necessary. The framework integrates an automated **"Janitor" Protocol** which automatically and permanently purges all secondary transactional database records **after exactly 90 days**, eliminating long-term system data retention liabilities.
Notice, Choice, and Access
Each automated response contains a dedicated, legally compliant footer. This notice informs the customer of the automated nature of the response and provides direct email links to an appointed corporate **Person-In-Charge (PIC)** for immediate data access, manual intervention, or choice revocation.
Uncompromised Operational Benefits
Leveraging AI response mechanics while maintaining absolute confidence in local regulatory standings.
Instant Response
Reduces customer "wait-time" anxiety. Customers receive structured, empathetic, and highly context-aware response drafts generated locally on key business topics.
Intelligent Triage
Instantly recognizes prioritized "Critical" customer issues, specifically targeting occurrences such as corporate legal notices or catastrophic hardware system failures, alerting management in real-time.
Reduced Liability
Minimizes organization data-handling exposure to a near-zero state. The system systematically isolates and strips PII, while purging database logs on a rigid 90-day automated lifecycle.
Best-in-Class Zero-Trust Standing
"This system represents a Best-in-Class approach to AI adoption. It allows the business to leverage the efficiency of Generative AI while maintaining a zero-trust security posture that fully protects the privacy of Malaysian citizens."