Level 1
Manual Prompting
Individual ad hoc AI use. No policy, no governance, no institutional memory.
Level 2
Structured Adoption
Enterprise licenses, training programs. Adoption tracked by seat usage, not outcomes.
Level 3
Process Integration
AI embedded in core processes. Feedback loops improve model performance over time.
Level 4
Intelligent Orchestration
Multi-agent workflows. Human specialists review AI outputs before downstream action.
Level 5
Autonomous Agentic Operations
AI initiates workflows autonomously. Human oversight is exception-based, not continuous.
Most organizations overestimate their AI maturity by at least one level — and boards allocate investment based on that inflated self-assessment.
Fernando Angulo · Senior Market Research Manager at Semrush