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AI Maturity Assessment Framework

Framework for assessing AI value realisation maturity across five dimensions. Benchmark your readiness.

opsteamAI15 February 20246 min read

title: "AI Maturity Assessment Framework" description: "Framework for assessing AI value realisation maturity across five dimensions. Benchmark your readiness." publishedAt: "2024-02-15" author: "opsteamai" category: "assessment" featured: false readTime: "6 min read" tags: ["ai-maturity", "assessment", "readiness", "framework"]

Where does your organisation stand on the AI maturity spectrum? This framework helps you assess readiness across five critical dimensions.

The Five Dimensions

1. Strategy & Vision

Level 1 - Ad Hoc: No AI strategy exists Level 2 - Defined: AI strategy documented but not operationalised Level 3 - Aligned: AI strategy linked to business objectives Level 4 - Strategic: AI is core to competitive strategy Level 5 - Transformative: AI enables new business models

Key question: Is AI in your strategic plan, or just your IT roadmap?


2. Data Readiness

Level 1 - Scattered: Data siloed across systems Level 2 - Accessible: Data can be extracted for analysis Level 3 - Integrated: Data platforms enable AI workloads Level 4 - Quality-Managed: Data governance ensures AI-ready data Level 5 - Real-Time: Streaming data enables dynamic AI

Key question: Can you feed your AI systems quality data today?


3. Technology Infrastructure

Level 1 - Manual: No AI infrastructure Level 2 - Tools: Point AI tools in use Level 3 - Platform: AI development platform available Level 4 - Integrated: AI embedded in operational systems Level 5 - Orchestrated: End-to-end AI-powered workflows

Key question: Is AI a tool you use, or infrastructure you build on?


4. People & Skills

Level 1 - Unaware: Limited AI awareness Level 2 - Aware: General AI understanding Level 3 - Skilled: Dedicated AI roles exist Level 4 - Enabled: Teams trained on AI applications Level 5 - Native: AI-first thinking embedded in culture

Key question: Do your people know how to work WITH AI?


5. Governance & Ethics

Level 1 - Absent: No AI governance Level 2 - Basic: AI use policy exists Level 3 - Managed: Risk assessment for AI projects Level 4 - Controlled: Human-in-the-loop by design Level 5 - Embedded: Responsible AI in culture

Key question: Would you be confident explaining your AI use to a regulator?

Interpreting Your Results

Average Score 1-2: Foundation Building

Focus on strategy definition and data readiness before AI investment.

Average Score 2-3: Ready to Scale

Pilot projects should move to production. Focus on governance and skills.

Average Score 3-4: Accelerating Value

Connected workflows become possible. Integration and orchestration are key.

Average Score 4-5: Strategic Advantage

AI enables competitive differentiation. Focus on innovation and new capabilities.

The Human+AI Advantage

Most organisations score 2-3 across dimensions. The gap between current state and value realisation (Stage 3-4) is where Human+AI orchestration accelerates progress.

Rather than building maturity in isolation, partner with providers who can:

  • Accelerate data readiness through proven integrations
  • Provide governance frameworks from day one
  • Enable your people while delivering outcomes
  • Connect AI to your operational workflows

Get Your Assessment

Book a conversation for a facilitated assessment of your AI maturity and a roadmap to Stage 3 value realisation.

Ready to Apply These Ideas?

Book a conversation to explore how AI technology and process re-engineering can transform your operations.

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