AI Maturity Matrix
Most companies believe they're further along with AI than they are — experiments get mistaken for capability. This is the diagnostic I use to place a business honestly: five levels across five dimensions. The gap between where you think you are and where you actually are is usually where the money is.
Level
Data
Use Cases
Technology
People
Governance
1
Ad hoc
Scattered spreadsheets
None — or private ChatGPT
Off-the-shelf, manual
No AI skills
None
2
Exploring
Partly centralised
Pilots and POCs
Trials, no integration
1–2 champions
Ad hoc, unclear rules
3
Operational
Clean core datasets
First tools in production
Point solutions, siloed
Pockets of skill
Basic policies
4
Scaling
Governed, accessible
Prioritised portfolio, ROI-tracked
Integrated, custom builds
AI-literate teams
Security + oversight, measured
5
AI-Native
Real-time, trusted
Continuous, embedded in ops
Platform, in-house capability
AI-fluent organisation
Trust + value as standard
1
Ad hoc
- Data
- Scattered spreadsheets
- Use Cases
- None — or private ChatGPT
- Technology
- Off-the-shelf, manual
- People
- No AI skills
- Governance
- None
2
Exploring
- Data
- Partly centralised
- Use Cases
- Pilots and POCs
- Technology
- Trials, no integration
- People
- 1–2 champions
- Governance
- Ad hoc, unclear rules
3
Operational
- Data
- Clean core datasets
- Use Cases
- First tools in production
- Technology
- Point solutions, siloed
- People
- Pockets of skill
- Governance
- Basic policies
4
Scaling
- Data
- Governed, accessible
- Use Cases
- Prioritised portfolio, ROI-tracked
- Technology
- Integrated, custom builds
- People
- AI-literate teams
- Governance
- Security + oversight, measured
5
AI-Native
- Data
- Real-time, trusted
- Use Cases
- Continuous, embedded in ops
- Technology
- Platform, in-house capability
- People
- AI-fluent organisation
- Governance
- Trust + value as standard
The free 30-minute AI audit places you on this matrix — an honest read, plus the two or three moves that get you to the next level. Get in touch →