1. The same question arrives every day
A knowledge-grounded assistant can support common enquiries. Create an escalation path for uncertainty; customers should still reach a person when needed.
2. Information gets copied between tools
Forms, email and spreadsheets often hold overlapping records. A structured integration may solve the problem without an AI model.
3. Requests wait to reach the right person
Classification and routing can reduce hand-offs. Build in checks when a mistake could have a serious consequence.
4. Documents need the same review steps
Extraction can help prepare candidate fields, but validation and approval remain essential when records affect money, health or contractual obligations.
5. Your team can explain the current process
Automation works best when a workflow is documented. If every case is an exception, the first task is usually process design, not adding AI.
Start with a measurable pilot
Pick a small, repeatable workflow. Track accuracy, time, failure modes, hand-offs, privacy and cost. Expand only if the benefits hold up under real use.