Find the bottleneck, not the fashionable tool
A good candidate has repeatable volume, a visible cost of error and an employee who understands the process. Examples include proposals, document review, request classification or weekly management reporting.
If the process changes daily or knowledge exists only in the owner's head, begin by documenting rules and structuring information.
Use the existing stack
The first scenario should not require replacing CRM, accounting and every spreadsheet. An integration can read existing systems and return the result through a familiar channel.
- One process owner
- One measurable outcome
- A bounded dataset
- A clear stop mechanism
Let the metric decide scale
Record cycle time, errors and rework before the pilot. Compare the full workflow rather than attractive outputs. Add the next operation or source only when quality is stable.
This pace transforms the business without a large one-time risk or dependence on an untested vendor promise.