LLM Data Boundaries — Sovereign Stack, Private Endpoints, and SME Reality
Where does your data go when LLMs connect to CRM and ERP? Malaysia SMEs need clear boundaries — sovereign cloud, VPC, and what never touches a model.
PDPA, governed write paths, audit trails, and AI data boundaries — how we integrate without leaking your operation.
Where does your data go when LLMs connect to CRM and ERP? Malaysia SMEs need clear boundaries — sovereign cloud, VPC, and what never touches a model.
Clients ask if we handle PDPA before AI goes live. Yes — data classification, processor roles, retention, and consent paths for LLM integrations in Malaysia.
Malaysian SMEs worry about AI going rogue in CRM and accounting. Prompt injection, tool abuse, and why human-in-the-loop is a security control — not bureaucracy.
Before any AI agent posts to CRM, accounting, or ERP, we run a write-path security review. Pen-test mindset for Malaysian SME integrations — documented and repeatable.