Plan a 2027 AI budget around a few use cases with owners and success criteria, and fund the data, integration, governance and running costs they depend on.

No. Claude Design, Figma Make and v0 turn a prompt into screens and working prototypes fast, but a designer still decides what to build and why it works.

Test an AI agent before launch with an evaluation set, idempotent writes, a shadow run, approval on risky actions and logs. The checks, step by step.

An AI agent is software where a language model decides the steps and picks tools to finish a task. A chatbot only replies; a workflow follows fixed steps.

To get products recommended by ChatGPT and Google AI Mode, let their crawlers in, mark up offers, keep feeds in sync, and answer shoppers' questions on the page.

AI can safely read invoices, propose matches and draft close work. Payments, approvals and vendor bank changes should stay with people, fully logged.