GenAI competence isn’t just a technology question. It requires a deliberate, comprehensive strategy that integrates AI into operations — anchored by discipline, governance, culture, and continuous learning.
Eight dimensions of GenAI maturity
1
Strategic Integration
2
Value Measurement
3
GenAI Expertise
4
Data Governance
5
Platforms & Tools
6
Ethical Governance
7
Change Culture
8
Hybrid Culture
1
Capability 1 · Leadership & Strategy
Strategic Integration
GenAI is embedded in core strategy — not a side experiment. Ambitions are tied directly to business goals: growth, efficiency, innovation. High-impact use cases are prioritised with clear accountability assigned to business leaders.
“Is GenAI part of your business plan — or just a collection of ad-hoc experiments?”
2
Capability 2 · Leadership & Enablement
Value Measurement
Metrics go beyond cost savings. GenAI-savvy organisations track value through three lenses: RoI (financial return), RoE (Return on Employee — capability and experience), and RoF (Return on Future — long-term strategic advantage).
“Do you know the tangible — and intangible — value your GenAI efforts are actually delivering?”
3
Capability 3 · Enablement
Proactive GenAI Expertise
Role-specific learning paths for executives, technical teams and business users. A culture of experimentation — project-based, not classroom-only — ensures teams understand GenAI capabilities, limits, and ethical use firsthand.
“Are your people actually skilled at using GenAI — or just aware it exists?”
4
Capability 4 · Network & Stewardship
Robust Data Governance
AI-ready data is accurate, bias-aware and context-rich. Clear rules govern collection, access, quality and ethical use. Metadata, provenance and quality are actively managed. Regulatory compliance is proactive — not reactive.
“Is the data powering your AI actually accurate, governed, and trustworthy?”
5
Capability 5 · Network & Infrastructure
Interoperable GenAI Platforms
Enterprise-grade platforms supporting multiple models, data security, value tracking and collaboration. Centrally governed without blocking innovation. Architecture decisions actively avoid vendor lock-in and are built to scale.
“Do you have the right, consolidated AI tools — or a growing shadow stack?”
6
Capability 6 · Leadership & Stewardship
Ethical AI Governance
Ethical oversight anchored at every level — AI boards, legal and risk teams steer GenAI initiatives proactively. Human-in-the-loop controls, fail-safes and monitoring are standard. Ethical leadership is a strategic imperative, not a compliance checkbox.
“Are you using AI responsibly — with clear ground rules and accountability at every level?”
7
Capability 7 · Leadership & Enablement
Internalised Change Culture
Change is a constant, adaptive process — not a periodic event. Leaders communicate the ‘why’ clearly, linking GenAI to emerging opportunities. Teams learn to experiment, adapt and collaborate in short cycles, with real-time feedback loops.
“Are you managing the human side of AI transformation — not just the technology?”
8
Capability 8 · Leadership & Enablement
Human-GenAI Hybrid Culture
Humans and AI are complementary partners — each bringing unique strengths to problem-solving and innovation. Employees know when to rely on AI, challenge it, or set it aside. Curiosity and continuous learning are rewarded. Psychological safety fuels bold experimentation.
“Is your culture ready for humans and AI to create together — not compete?”
Four levels of GenAI maturity
Where does your organisation stand across the 8 competencies?
0
Novice
No meaningful GenAI engagement. Activities are fragmented or absent.
1
Initial
Early awareness and exploration. Pilots exist but are tactical and unconnected.
2
Emerging
Selective alignment with strategy. Cross-functional collaboration is growing.
3
Expert
GenAI fully embedded with clear ambition, accountability and measurable outcomes.
Where does your organisation stand?
Assess your organisation across all 8 competencies. Get a maturity profile, prioritised recommendations, and a GenAI roadmap — in AI Compass.