What it is
AI workflow automation combines large language models with automation tools to run multi-step processes that previously required human judgement — reading documents, drafting responses, updating systems and making routing decisions.
Where it pays off first
Start where volume is high and rules are fuzzy: customer support, lead follow-up, document processing and back-office operations. These deliver fast, visible ROI.
How to deploy safely
Pilot one workflow, instrument every metric, keep a human checkpoint for edge cases, and prove ROI before scaling. Governance and monitoring are not optional.