Less evidence chasing.
When records are scattered, teams repeat the same requests. Define the evidence, its owner and how it stays current.
For CIOs, CTOs and data & AI leaders
AI without Operational Trust is capability without control.
Operational Trust means reliable data, clear accountability, effective controls and evidence that they work.
DQI helps you identify the gaps, prioritise improvements and demonstrate control across your data and AI.
Explore DQITake the guided tour. No sign-in needed.
80%Report AI incidents reaching their board or C-suite in the past yearUK executives surveyed · IBM
Only5%Report clear coordination and accountability across the AI lifecycleBusiness leaders surveyed · OneTrust / Sapio Research
47%Cannot fully trace AI decisions to models and source dataIT & security leaders surveyed · DigiCert
Start here
See what Operational Trust looks like.
Explore DQI’s 12 connected domains, 112 evidence-led measures and 0–5 maturity scale. Then choose your next step.
- 01 / Explore
See how DQI fits together.
Discover how data, accountability and controls connect. See the evidence to look for and where to start.
Take the guided tour No sign-in required - 02 / Understand
Continue with DQI Intro.
Six short topics connect the model to your work and help you see where DQI could make a difference.
Start DQI Intro Self-paced · About 60 minutes - 03 / Choose
Take the next step that fits.
Start with a free assessment, build your knowledge with Foundation, or get expert support to put DQI into practice.
Start free assessment Your priorities. Your route.
Already know where you’re heading? Go straight to your next step. DQI Intro is optional.
The leadership case
Governance gaps cost time, confidence and delivery.
For technology and data leaders, the impact reaches beyond compliance. DQI helps you identify the gaps behind recurring work and uncertain decisions.
Clearer release decisions.
Unclear responsibilities and readiness criteria can delay AI delivery. Make the gaps and the decision owners visible.
Find the ripple effects.
A data defect can affect models, reports and customer decisions. Trace dependencies so you can prioritise where to act.
Build the value case from your own numbers.
Start with the hours spent on evidence collection, review and rework, multiplied by your fully loaded staff cost. Compare that baseline with the cost of implementation and ongoing operation, then measure the change. Time released is capacity gained; cash savings depend on how you use it.
Discuss your priorities with DQI Consulting →Built around evidence
Make trust something you can demonstrate.
Know where your data comes from. Define what your AI is allowed to do. Assign responsibility. Monitor what happens. Keep the evidence.
DQI brings these practices together so you can assess your starting point and prioritise what needs to improve.
See how DQI worksA simple example
“Our AI uses reliable data.”
What would help you demonstrate that?
- A named owner for the data
- Quality checks and their results
- A record of the source and changes
- Evidence of how issues were resolved
The tour shows how these practices connect across DQI.
See familiar standards through DQI
Explore the relevance of ISO 8000, ISO/IEC 42001, NIST AI RMF and ETSI AI security, alongside regulatory perspectives.
Understand the connections →Connections show relevant practices and evidence; they do not confer certification. ETSI is presented through thematic overlap.
Your journey / Choose your direction
Learn it. Apply it. Put it to work.
Choose the support that fits what you need next.
Find your starting point
Free DQI assessment
Use the current free assessment to explore your organisation’s maturity, identify gaps and choose where to focus next.
Start free assessment →Build your knowledge
DQIA Foundation
Begin professional certification with a shared understanding of DQI, evidence and governance. No previous DQI qualification is required.
Explore Foundation →Apply DQI with expert support
DQI Consulting
Scope an assessment, clarify priorities and build a practical improvement roadmap for your organisation.
Explore consulting →Put governance into operation
DQI software products
Explore Assess for maturity, Enforce for runtime controls and Analytics for evidence and reporting.
Explore software products →DQI software
Practical tools for the work ahead.
Start with the product that addresses your immediate need.
DQI Assess
Find your starting point.
Establish maturity, identify evidence gaps and prioritise improvements.
Start free assessment →DQI Enforce
Put policy into practice.
Apply runtime AI controls and record the decisions made at the point of use.
Request Enforce demo →DQI Analytics
Make the evidence useful.
Turn governance records into traceable reporting for leaders and auditors.
Open Analytics demo →On the roadmap: DQI Integrate. Connect tools and automate the movement of governance evidence.
Your first step is understanding