AI Solution Technologies

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Data Governance & AI-Ready Data

Design of the policies, roles, decision rights and forums that make data governance operate rather than exist on paper.

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Milestone based, or time and materials for evolving scopeDELIVERY MODEL

The problems this practice exists to solve

Nobody accountable for the accuracy of critical data

Sensitive information stored and shared without classification

No traceability from a reported figure back to source

Governance documented but not operating

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HOW THIS PRACTICE IS ORGANISED

3 specialist areas

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Governance FrameworksGovernance framework, roles and decision rights Data Quality & Master DataData profiling and quality baseline Privacy & RegulatoryRegulatory obligation mapping

Every service in this practice

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Every service, grouped by sub-practice

Governance Frameworks Explore Governance Frameworks ›

Data Governance FrameworksDesign of the policies, roles, decision rights and forums that make data governance operate rather than exist on paper.Microsoft PurviewImplementation of Microsoft Purview for cataloguing, classification, lineage and data protection across the estate.Data OwnershipAssignment of accountable owners and stewards for each data domain, with defined responsibilities and escalation.Policy ManagementDevelopment and lifecycle management of data policies, standards and procedures with evidence of compliance.Data ClassificationDefinition and application of a classification scheme so sensitivity is known and enforceable.Data LineageEnd-to-end traceability of how data moves and transforms from source system to reported figure.Metadata ManagementCapture and maintenance of technical and business metadata in a discoverable catalogue.Business GlossariesAn agreed dictionary of business terms and definitions linked to the physical data that implements them.Data DictionariesDocumented definitions, formats, valid values and ownership for each data element.

Data Governance FrameworksDesign of the policies, roles, decision rights and forums that make data governance operate rather than exist on paper.Microsoft PurviewImplementation of Microsoft Purview for cataloguing, classification, lineage and data protection across the estate.Data OwnershipAssignment of accountable owners and stewards for each data domain, with defined responsibilities and escalation.Policy ManagementDevelopment and lifecycle management of data policies, standards and procedures with evidence of compliance.Data ClassificationDefinition and application of a classification scheme so sensitivity is known and enforceable.Data LineageEnd-to-end traceability of how data moves and transforms from source system to reported figure.Metadata ManagementCapture and maintenance of technical and business metadata in a discoverable catalogue.Business GlossariesAn agreed dictionary of business terms and definitions linked to the physical data that implements them.Data DictionariesDocumented definitions, formats, valid values and ownership for each data element.

Data Quality & Master Data Explore Data Quality & Master Data ›

Data Quality ManagementProfiling, rule definition, measurement, remediation and ongoing monitoring of data quality against business tolerances.Master Data ManagementSingle trusted view of core entities such as customer, supplier, product, asset and employee across systems.Reference Data ManagementControlled management of code sets, hierarchies and shared reference values across the estate.

Data Quality ManagementProfiling, rule definition, measurement, remediation and ongoing monitoring of data quality against business tolerances.Master Data ManagementSingle trusted view of core entities such as customer, supplier, product, asset and employee across systems.Reference Data ManagementControlled management of code sets, hierarchies and shared reference values across the estate.

Privacy & Regulatory Explore Privacy & Regulatory ›

Privacy & Regulatory ComplianceAssessment and implementation of controls required by privacy and sector regulation across the data estate.Security & Access ControlDesign and implementation of role-based and attribute-based access across data platforms.

What we deliver

Governance framework, roles and decision rights

Data catalogue with classification and lineage

Ownership and stewardship assignments

Policies, standards and control evidence

Operating forums and reporting cadence

Capability uplift and handover

The outcomes that follow

Named accountability for every critical data domain

Sensitivity known and enforced across the estate

Traceability from report to source

Evidence available for audit and regulator

The precondition for safe AI deployment

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How every engagement runs

01Discoverconfirm objectives, stakeholders, constraints and success measures

02Assessreview current systems, data, controls and delivery readiness

03Designprepare the target design, backlog, governance and implementation plan

04Validatetest the priority requirements through a prototype, pilot or controlled design review

05Implementconfigure, integrate, test and deploy the approved solution

06Enabletrain users, transfer knowledge and establish operating procedures

07Optimisemonitor adoption, performance, cost, quality and improvement opportunities

BUILT FORGovernment agencies and regulated public-sector bodiesBanks, insurers, superannuation funds and professional-services firmsHealthcare providers, aged-care operators and NDIS businessesUtilities, energy and resources operators

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OUR CUSTOMERS

What our customers say

Real feedback from the organisations we build with — what changed, in their words.

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Finance ManagerGCC Construction Group, Dubai

Project DirectorTier-One Contractor, Sydney

Commercial DirectorProperty Developer, Dubai

Our partnerships with
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Salesforce

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