No Baseline Measurement
AI investment often starts without a structured view of readiness, leading to scattered pilots and unclear priorities.
Co-developed with Detecon International
AI Industry Maturity Readiness Index
AIMRI is the industrial AI readiness framework that helps organisations assess strategy, data, workforce, and governance maturity across 20 dimensions.
20
Assessment dimensions
5
Maturity levels
4
Core pillars
The AI Challenge
Why Manufacturers Struggle With AI Adoption
AI ambition is rising quickly, but most industrial organisations still lack a reliable way to assess readiness, find the largest gaps, and prioritise action.
Data Infrastructure Gaps
Manufacturers frequently struggle with fragmented data, low-quality datasets, and weak IT/OT integration.
Capability Deficit
AI transformation requires leadership alignment, workforce readiness, and functional skills that many organisations still lack.
Governance Uncertainty
Ethics, explainability, compliance, and risk governance are now essential, but rarely assessed in a structured industrial context.
Assessment Coverage
20 Dimensions Across Four Pillars
AIMRI evaluates industrial AI maturity across leadership, technology, people, and governance so organisations can see readiness as a system, not a collection of pilots.
Strategy & Leadership
AI vision and strategy
Executive sponsorship
Investment planning
Use-case prioritisation
Roadmap execution
Data & Technology
Data quality and governance
Infrastructure and pipelines
AI tooling and platforms
IT/OT integration
Model deployment readiness
People & Culture
AI literacy and awareness
Talent planning
Upskilling and reskilling
Cross-functional collaboration
Change management
Ethics & Governance
Ethics framework
Explainability
Bias mitigation
Regulatory compliance
Risk management
AIMRI Methodology
The LEAD Framework
AIMRI follows the same proven LEAD logic as INCIT’s other frameworks, ensuring assessment discipline and roadmap consistency.
L
Lens
Understand organisational context, maturity stage, technology landscape, and strategic AI objectives.
E
Evaluate
Score all 20 dimensions using a structured framework validated by AI and manufacturing specialists.
A
Analyse
Identify the highest-impact AI improvement areas by balancing value, effort, and strategic fit.
D
Direct
Produce a tailored AI roadmap with sequencing, implementation themes, and measurable next steps.
Who Uses AIMRI
Built for Every Stage of the AI Journey
Manufacturers
Understand true AI readiness and build a more credible roadmap for adoption, investment, and operating model change.
Avoid premature AI spending
Benchmark against peers
Clarify high-value next steps
Equity Firms
Add a structured AI-readiness lens to due diligence, portfolio value creation, and long-term transformation tracking.
Quantify AI risk
Track portfolio AI maturity
Identify value-creation potential
Governments
Assess industrial AI adoption at ecosystem level and design targeted support programmes around measured capability gaps.
National or sector AI baselines
Targeted policy design
Skills and adoption gap mapping
AIMRI Scoring
Five Levels of AI Maturity
Every AIMRI assessment maps to a maturity level that helps organisations understand where they are today and what the next stage requires.
1
Ad Hoc
No formal AI strategy. Isolated experiments and little organisational readiness.
2
Aware
AI ambition exists but infrastructure, governance, and capability are still forming.
3
Defined
Formal AI direction, pilots, governance structures, and dedicated capability are in place.
4
Capable
AI is operationalising across core workflows with stronger data and governance maturity.
5
Leader
AI is embedded as a competitive differentiator with mature governance and scalable deployment.
Post-Assessment
From Assessment to Action
AIMRI becomes more useful when the roadmap connects directly to execution. Prioritise+ closes that gap by matching organisations to solution providers based on measured readiness gaps.
Get Started
Ready to Measure AI Readiness?
Request an AIMRI assessment and receive a structured readiness baseline with a prioritised roadmap for industrial AI transformation.