Logistics / back-office
Ops automation with AI assist for logistics queues
AI AutomationBusiness Automation
Anonymized delivery pattern from a real engagement type. Outcomes below are qualitative—not fabricated percentage claims.
Challenge
Repetitive ticket and document intake clogged ops queues while exceptions still needed people.
Approach
Rule-based routing first; optional LLM classification and draft replies with mandatory human review.
Results
- Lower handle time on common items
- Exceptions escalated cleanly
- Operators kept final say on customer replies
