Which processes should be automated?
The best candidates are repetitive and readable processes: ticket triage, request qualification, document reading, data extraction, file summarization, answer preparation, or routing.
ROI
ROI mainly comes from time saved, fewer routing errors, less manual rework, and the ability to absorb more volume without growing the team at the same pace.
Integration
Useful AI does not work alone. It must connect to the right business tool, ticketing layer, CRM, or knowledge base to act with context.
Supervision
Serious AI automation must be supervised: confidence levels, errors, uncovered cases, human validations, logs, and the ability to replay a workflow if needed.
