Not Every Automation Needs AI, and Not Every AI Needs to Be Agentic
The industry is pitching agentic AI as the answer to every automation question. Most of the time, a well-scoped rules-based system or a straight LLM extraction pipeline solves the actual problem cheaper, faster, and more reliably. A practical framework for choosing the right pattern for Malaysian enterprise workflows.