Which business workflows should you automate first?
Choose automations that save time without creating brittle operational dependencies.
Start with operational friction
Look for work that happens often, follows a stable rule, consumes attention, and has a clear owner when something fails. Lead routing, reporting, invoice reminders, and cross-system updates are often better starts than an autonomous agent.
Score the opportunity
Estimate frequency, minutes per run, error cost, implementation effort, and exception rate. A boring five-minute task repeated 200 times monthly may beat a sophisticated workflow used twice.
- Define the trigger and outcome.
- Document exceptions before building.
- Keep an audit trail.
- Retry without creating duplicates.
- Provide a manual fallback.
Add AI where judgment helps
Models are useful for classification, extraction, summarization, and drafting. Keep approvals around high-impact external actions and validate structured outputs before updating systems.
Measure after launch
Track time saved, failure rate, exception volume, and downstream outcomes. Operational visibility is part of the deliverable.