Keep predictable steps predictable.
An invoice arriving in a known format can trigger classification, validation and a defined system handoff. Conventional automation is often appropriate when the rules and sequence are clear. Make failures visible and retain source references.
Use an agent where interpretation adds value.
An incoming request may require different lookups depending on the question. An agent can select among defined tools, gather context and prepare or carry out permitted work. Limit tool operations to the task and check the final record.
| Approach | Useful when | Completion check |
|---|---|---|
| Fixed automation | The sequence and rules are known | Accepted record reaches the right system |
| Tool-using agent | The request determines relevant steps | Permitted action produces the expected state |
| Predictive analysis | The task concerns future planning | Forecast supports a tested planning decision |
Treat planning as its own evaluation.
A forecast requires consistent historical data and comparison with the current planning method. It does not become reliable merely by being placed in an automated workflow. Review representative periods, unusual conditions and the action the planner actually needs.
A practical next step
Match the system to the operational task: fixed rules for predictable transfers, an agent for interpretation and tool choice, and a forecast for planning. Evaluate the selected approach against the current method.
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