Agentic automation or a traditional workflow?
Not every automated process needs an agent. The useful question is whether rules and inputs are stable or whether the workflow must interpret changing information at specific points.
Praetorian Digital OÜ · Tallinn, Estonia
Editorial responsibility: Praetorian Digital OÜ
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Traditional workflows use fixed rules.
A deterministic workflow suits known inputs, clear conditions and predictable exceptions. It can be tested directly and produces the same result under the same conditions. Data transfer, status changes and approval routing often belong in this category.
Agentic steps handle variable content.
An agent can help when documents have different structures, information must be combined across sources or a situation needs bounded interpretation. Its output remains reviewable and its permitted actions are defined.
A mixed workflow is often the practical answer.
Stable steps remain deterministic. AI is used only where interpretation is required, followed by validation, approval and handover to the target system. The agent does not automatically replace the complete workflow.
Decision criteria.
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Stable inputs and rules point to conventional automation first.
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Variable content with a clear expected output may suit a bounded agent step.
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Material consequences require approval and fallback.
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External actions require defined permissions and logging.
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Without suitable test cases, the process is not ready for a reliable pilot.
From workflow to operating model.
Technical delivery is only one part. Ownership, error handling, changes to sources or models and ongoing evaluation also need clear decisions.
Bring the current workflow and its hardest exceptions. The discovery separates fixed workflow steps from tasks that may need an agent.