AI is easy to demo but much harder to use well in real work. This talk explores how teams can move beyond one-off prompts and start building practical AI workflows that support decision-making, reduce repetitive work, and improve delivery without creating confusion or overdependence. Attendees will leave with a grounded view of where AI and LLMs genuinely help, where they fail, and what makes adoption useful in real teams.