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#foundations#strategy·April 7, 2026

Agents vs. workflows vs. RPA

Three categories of automation keep getting confused. They're not the same, and the choice matters more than most teams realize.

Arthat Team
5 min read
Agents vs. workflows vs. RPA

If you're evaluating automation vendors in 2026, you're drowning in overlapping labels. Let's untangle them.

Workflows

Deterministic chains. If this, then that. A Zapier automation. A webhook-to-webhook pipe. Perfect for well-defined, repeatable tasks where the inputs and outputs are stable.

  • Fast.
  • Cheap.
  • Breaks when the shape of the input changes.

RPA

Robotic Process Automation. Deterministic, but at the UI layer instead of the API layer. A bot that clicks buttons in an ERP because there's no API. 2005 technology still making money in 2026.

  • Works when you have no API.
  • Costs a fortune to maintain.
  • Shatters on any UI change.

Agents

Probabilistic. Goal-directed. Observe → plan → act. Uses LLMs for the planning step so the path adapts to context.

  • Handles ambiguity.
  • Costs more per run.
  • Needs guardrails and observability.

Which should you use?

  • Fixed, high-volume, well-defined: workflow.
  • Legacy system with no API, low-volume: RPA. Reluctantly.
  • Variable input, cross-system, judgment-required: agent.

Most operational work is the third category. That's why we built Arthat.

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