Unlock the Power of AI with Clean Data
The CLEAN Data Framework is your launching pad. Transform messy, fragmented data into structured, AI-ready assets to drive innovation and sustainable growth.
Your Journey to AI-Readiness
AI-readiness requires both capable people and clean data. We provide the framework to achieve both — and the tools to measure your progress.
The CLEAN Framework
A 5-step methodology — Capture, Label, Evaluate, Align, Nurture — that transforms messy data into structured, AI-ready assets. Learn each phase with its actionable sub-methodology.
Explore the Framework →AI-Readiness Survey
Measure where your organisation stands today. Our survey assesses employee competency and data maturity across all CLEAN phases — then produces a scored report with a formal readiness certificate.
Take the Assessment →The CLEAN Data Framework
A 5-step methodology to turn data chaos into clarity and value.
C: Capture
Collect and list all data sources. Use the C.A.T.C.H. method to get a full inventory of your data assets.
L: Label
Organize and categorize data. Apply the S.O.R.T. methodology to make your data understandable and usable.
E: Evaluate
Check for missing, duplicate, and inconsistent data. Use S.C.A.N. to identify and assess data quality issues.
A: Align
Apply consistent formats and naming. T.U.N.E. your data for uniformity and compatibility across systems.
N: Nurture
Maintain, automate, and document data. With C.A.R.E., ensure your data remains clean and valuable over time.
AI-Readiness Survey
Where does your organisation stand on the road to AI?
How the Survey and Framework connect
The CLEAN Data Framework defines what good looks like — the practices, processes, and capabilities an organisation needs to make its data AI-ready. But knowing the destination isn't enough. You also need to know where you are starting from.
That's what the AI-Readiness Survey provides. It measures your organisation's current state across two dimensions:
- ✓Employee Competency — how well your people understand data, analytics, and AI concepts
- ✓Data Framework Maturity — how far your data practices have progressed through each CLEAN phase
Every survey question maps directly to a CLEAN phase, so your results tell you exactly which phases need the most attention — creating a prioritised action plan, not just a score.
What you receive
Assessment Report
Detailed PDF with charts: CLEAN phase scores, section breakdown, radar analysis, and prioritised recommendations aligned to C.A.T.C.H., S.O.R.T., S.C.A.N., T.U.N.E., and C.A.R.E.
AI-Readiness Certificate
A formal certificate showing your organisation's readiness level (1–5 scale), assessed from both employee competency and data maturity perspectives.
CLEAN Roadmap
Actionable recommendations keyed to specific CLEAN sub-methodologies, so you know exactly where to focus your improvement efforts.
AI-Readiness Levels (1–5 Scale)
The Digital Advantage
We are in the midst of a global digital revolution. With the rapid adoption of new technologies and digital services, organizations have a unique opportunity to build robust data infrastructures. By embracing the CLEAN framework, any organization can overcome legacy data challenges, unlock AI-driven insights, and pioneer innovative solutions for the world's most pressing needs.
Our 12-Week AI-Ready Data Course
A practical, hands-on program for SMEs to master their data.
- ✓ Weeks 1-3: Master Data Capture & Centralization
- ✓ Weeks 4-5: Learn to Label, Classify, and build a Data Dictionary
- ✓ Weeks 6-7: Evaluate and Fix Messy Data
- ✓ Weeks 8-9: Align, Standardize, and Automate Data Entry
- ✓ Weeks 10-12: Nurture Data Quality and Deliver Business Value
About Us
The CLEAN Data Framework was developed by a team of experienced data scientists, AI specialists, and software engineers with deep expertise in data quality, machine learning, and organisational transformation.
Research-Driven
Our team holds doctoral degrees in data science and AI, with peer-reviewed publications in data quality, analytics, and digital transformation.
Industry Experience
We bring practical consulting experience across manufacturing, technology, healthcare, and the public sector — helping organisations turn data challenges into competitive advantages.
Collaborative Approach
We work alongside your teams — not just delivering reports, but building internal capability so your organisation can sustain and grow its data maturity independently.
Get in Touch
Ready to make your data AI-ready? Contact us to learn more.
CLEAN Framework Team
Reach us by phone or use the contact form. We typically respond within one business day.
+44 79 1370 7839
+44 79 8133 2390
United Kingdom