How does an organization become AI-native?

AI improves the work in front of one person

• A general-purpose LLM, enterprise search tool, and document repository are combined to support research, drafting, analysis, and everyday decisions. Relevant context is assembled manually and every output is checked before use.
• The stack scales access to immediate assistance, while every connection, update, permission, exception, and failure path remains a separate operating responsibility.
• Progress is measured through time saved, output quality, adoption, and the amount of rework required.