ROI comes from specific workflows
The strongest AI adoption is not generic chatbot installation. It is workflow-level improvement: faster search, better triage, cleaner reporting, and reduced manual review.
Where it works
Logistics teams use AI for exception summaries, real estate teams for listing enrichment, service firms for proposal drafts, and healthcare operations for administrative document handling.
How to start
Pick a workflow with high repetition, clear data access, and measurable time cost. Build a pilot, compare before and after, then expand only where numbers justify it.