Framework stage
Exploration
Organizations run early experiments, pilots, and scoped workflow trials.
Exploration involves structured experimentation. Instead of trying to transform the entire organization at once, teams test specific workflows where AI may improve speed, consistency, or access to information.
Typical characteristics include:
- pilot workflows with bounded scope
- early tool evaluation
- prototype internal assistants or automations
- learning loops around quality, safety, and adoption fit