AI is not a shortcut around structure
AI can read, classify, summarize, draft, and recommend. It should not silently decide high-risk business actions.
The operating system around the assistant matters: source material, confidence thresholds, escalation rules, and human review.
Where AI fits
Useful places include document understanding, email classification, internal knowledge retrieval, report drafting, and process guidance.
Where AI needs restraint
AI should not silently change billing, permissions, legal output, compliance status, or public content without review and audit trails.