Agentic Workflows vs RPA: Why Brittle Automation Is Being Replaced
RPA scripts automated clicks. Agentic workflows automate intent, evidence gathering, and exception handling.
RPA automated the visible layer
Screen automation was rational when APIs were missing, but it broke whenever the UI changed.
Most business operations do not stay still long enough for brittle click paths.
Agents automate the intent layer
Agentic workflows start from the outcome and choose tools, gather context, and handle exceptions inside policy boundaries.
The best systems combine deterministic workflow engines with agent steps where judgment is actually needed.
The migration path
Do not rip out RPA overnight. Start where scripts fail because input is variable or exceptions require reasoning.
Over time the estate becomes less screen-driven and more intent-driven.
Priya Nair
Co-founder & CTO, AIRMY. Writes about production-grade agent infrastructure, governance, and platform operations.
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