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Data Governance & AI-Ready Data / SUB-PRACTICE 5.2

Data Quality & Master Data.

Every Data Quality & Master Data service AI Solution Technologies delivers — 3 in total, within the Data Governance & AI-Ready Data practice.

Book a scoping call →See how it runs
Profiling and rule engineering at scaleMaster data matching, merging and survivorshipBusiness-agreed tolerances rather than technical perfectionContinuous measurement rather than one-off cleansing
BUILT ON
MicrosoftAzureAWSGoogle CloudDatabricksSnowflake

The problems Data Quality & Master Data exists to solve.

Decisions taken on numbers nobody fully trusts
The same customer, supplier or asset represented differently in each system
Quality problems discovered only when a report looks wrong
No agreed tolerance for what 'good enough' means

What is Data Quality & Master Data?

SENIOR-LEDData profiling and quality baseline
PRODUCTION-READYQuality rules agreed with business owners
KPI-DEFINEDRemediation of priority defects

Get a free discovery sprint

Before you commit, we help you confirm the use case, check data readiness, define the KPI, and work out which of the 3 Data Quality & Master Data services actually fit the problem you have.

For a limited number of teams each quarter, we run the full sprint free of charge.

Claim a free sprint →
THIS SUB-PRACTICE
3SERVICES
0NEW FOR 2026-27
7STAGE DELIVERY

How Data Quality & Master Data runs.

01
Confirm objectives, stakeholders, constraints and success measures
Review current systems, data, controls and delivery readiness
Prepare the target design, backlog, governance and implementation plan
Test the priority requirements through a prototype, pilot or controlled design review
Configure, integrate, test and deploy the approved solution
Train users, transfer knowledge and establish operating procedures
Monitor adoption, performance, cost, quality and improvement opportunities
KEY CAPABILITIES

What we bring to Data Quality & Master Data.

  1. 01Profiling and rule engineering at scale
  2. 02Master data matching, merging and survivorship design
  3. 03Business-agreed tolerances rather than technical perfection
  4. 04Continuous measurement rather than one-off cleansing
  5. 05Integration of quality controls into pipelines

What you get, and what follows

DELIVERABLESData profiling and quality baselineQuality rules agreed with business ownersRemediation of priority defectsOngoing measurement and dashboardMaster and reference data designStewardship process and handover
BUSINESS OUTCOMESMeasurable, monitored data qualityA single trusted view of core entitiesFewer disputes about whose number is rightReduced downstream reworkData fit for analytics and AI consumption

The 3 services inside Data Quality & Master Data.

3 SERVICES
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.
INVESTMENT & DELIVERY

How we engage on Data Quality & Master Data.

INDICATIVE VALUE
A$250,000 – A$1,200,000A$60,000 – A$250,000
The bands across these 3 services. Each service page carries its own; the scoping call confirms the range for your environment before anything is committed.
DELIVERY MODELS
Milestone based, or time and materials for evolving scopeFixed price or milestone based
Delivered by a senior-led Australian team across 7 stages, from discovery through to optimisation.Discuss scope and timing ›
WHO THIS IS FOR
  • Banks, insurers, superannuation funds and professional-services firms
  • Retail, property and logistics operators
  • Utilities, energy and resources operators
  • Large enterprises and mid-market organisations undergoing modernisation

What our customers say.

All customer stories
"Reconciliation that took our team nine days now closes in three — with a full audit trail on every match. It changed how the board sees AI.
Finance ManagerGCC Construction Group, Dubai
"Site teams stopped digging through folders. They ask the assistant, they get the clause with a citation, and they move on.
Project DirectorTier-One Contractor, Sydney
"The anomaly models flag outliers the week they appear, not at quarter-end. We stopped two overruns before they hit the P&L.
Commercial DirectorProperty Developer, Dubai
"Seven subsidiaries of spreadsheets became one governed reporting platform. The executive finally trusts the numbers on the screen.
Group CFOInfrastructure Holding, Riyadh

Our partnerships with
industry leaders

MicrosoftSolutions Partner
Google CloudPartner
SalesforcePARTNER
AWSpartner
network

Elsewhere in Data Governance & AI-Ready Data.

The whole practice →
SUB-PRACTICE 5.1Governance Frameworks9 servicesExplore ›SUB-PRACTICE 5.3Privacy & Regulatory2 servicesExplore ›

Scope Data Quality & Master Data in one call.

Tell us the problem. We'll tell you which of the 3 services fit — and exactly how we'd deliver them.

Book a scoping call →
← Back to all Data Governance & AI-Ready Data services