Data & AI Readiness Framework
A structured approach to assess your organization’s data, digital, and AI maturity across 6 critical dimensions. Used by transformation leaders to identify gaps, prioritize investments, and build evidence-based roadmaps.
What we assess
Each dimension is scored from 1 (Initial) to 5 (Optimized) with industry-specific benchmarks.
ASPECTS ASSESSED
- Data ownership & accountability
- Data quality standards
- Regulatory compliance (GDPR, etc.)
- Strategic alignment with business goals
ASPECTS ASSESSED
- Data lake / warehouse maturity
- Integration & API capabilities
- Real-time data processing
- Cloud readiness & scalability
ASPECTS ASSESSED
- Self-service analytics adoption
- Dashboard & reporting maturity
- Predictive analytics capabilities
- Data literacy across the organization
ASPECTS ASSESSED
- ML model development & deployment
- MLOps & model monitoring
- GenAI strategy & adoption
- Responsible AI & ethics framework
ASPECTS ASSESSED
- Data team structure & skills
- Upskilling & training programs
- Cross-functional collaboration
- Data-driven decision culture
ASPECTS ASSESSED
- Change management maturity
- Stakeholder alignment & buy-in
- Program management capabilities
- Innovation culture & experimentation
Five levels of maturity
Initial
Ad hoc processes. No formal strategy or governance.
Developing
Basic processes defined. Some awareness but inconsistent execution.
Defined
Standardized processes. Clear ownership and regular reviews.
Managed
Measured and optimized. Data-driven decisions across the organization.
Optimized
Continuous improvement. Industry-leading practices and innovation.
How it works
Answer the assessment
15-minute AI-assisted questionnaire covering all 6 dimensions. Intelligent skip logic adapts to your industry and context.
Get your maturity score
Receive a detailed score across all 6 dimensions with benchmarks against industry peers. Identify strengths and gaps immediately.
Discover initiatives
Surface strategic initiatives tailored to your gaps: use-case driven and foundation-aware, pre-scored on value and feasibility.
Prioritize & execute
Score initiatives with RICE or custom frameworks, then build execution roadmaps with timeline and Gantt views.
Frequently asked questions
The AI-assisted assessment typically takes 15 minutes to complete. The intelligent questionnaire adapts to your context and skips irrelevant sections automatically.
The framework is industry-agnostic but includes industry-specific benchmarks for Tech, Financial Services, Retail/E-Commerce, Healthcare, Manufacturing, and Government/Public Sector.
Yes! All paid plans include regular diagnostic access. Professional and above include unlimited diagnostics so you can track your maturity evolution over time.
Initiatives are tailored based on your assessment results, industry, organization size, and specific maturity gaps. They include use-case initiatives and foundational readiness actions, each pre-scored on value and feasibility.
See where you stand in 15 minutes
Run your first AI maturity assessment for free. No credit card required.
Run the free diagnostic