Knowledge Atlas

Rule-based automation vs AI

Not every support workflow needs a model. Some need better deterministic rules, ownership, and audit trail.

Reviewed

Where this fits

This page helps decide whether a SAP support task should be handled by a deterministic rule, workflow automation, AI assistance, or human review.

Common issues

  • Teams use AI for problems that are better solved with validation rules, workflow, monitoring, or clear ownership.
  • Rule-based automation becomes brittle when the process has ambiguous inputs and exceptions.
  • AI suggestions become risky when they trigger actions without approval or traceability.

Diagnostic questions

  • Is the decision rule stable, explicit, and auditable?
  • Does the task require interpretation, summarization, similarity matching, or uncertainty handling?
  • What is the consequence of a wrong action, and where should human approval sit?