Data & AI Consulting: From Data Strategy to AI in Production
Agilus consults across the full data management lifecycle — strategy, governance, master data, quality, migration, analytics and AI. And unlike most, we can tell you where you stand before we start: measured against DAMA-DMBOK2 and DCAM, not against an opinion.
Agilus Solutions is a South African data and AI consultancy based in Waterfall City, Johannesburg. We cover the full data management lifecycle — maturity assessment, data strategy, data governance, master data management, data quality, data migration, analytics and AI delivery — for enterprises across South Africa and Africa, with sales representation in the UK and US. Our work is anchored to the DAMA-DMBOK2 and DCAM international standards.
Why do data and AI programmes stall?
Rarely because the technology was wrong. Almost always because the data underneath it was never managed as an asset — so the migration overruns, the dashboards get argued with, and the AI business case quietly dies.
The pattern repeats across enterprises everywhere:
- The same customer exists four times across the ERP, the CRM and two spreadsheets — so any AI trained on it learns four versions of one truth.
- Nobody owns the data. When a figure is wrong, there is no steward to fix it and no process that stops it recurring.
- Supplier and vendor records are stale, so spend analysis and risk screening are built on sand.
- The business case for AI was written before anyone checked whether the source systems could support it.
- POPIA obligations sit with legal, while the personal data itself sits ungoverned in fifteen systems.
An AI model is a mirror. Point it at unmanaged data and it will reflect that back to you at scale, confidently and fast. That is the failure mode Agilus is built to prevent.
What does Agilus consult on?
Seven service lines covering the full lifecycle. Clients engage on one, several, or the whole programme.
Data Strategy & Operating Model
A data strategy that names owners, not just ambitions. Target state, stewardship model, decision rights and sequence — sized so the business case survives contact with a CFO.
Data Governance & Compliance
Governance frameworks people actually follow, mapped to your POPIA obligations. Policies, roles, classification, lineage, retention and access control.
Master Data Management
Customer, product, supplier and finance master data — one trusted version, governed and kept clean.
Data Quality
Profiling, cleansing, matching, deduplication and continuous monitoring, powered by DM360.
Data Migration & Modernisation
Legacy, cloud and ERP migrations with reconciliation evidence to prove nothing was lost.
Data Analytics & BI
Warehouses, semantic models, Power BI and paginated reporting — with governed metric definitions that stop three departments quoting three different revenue figures.
AI Solutions
Use-case prioritisation and delivery: document intelligence, forecasting, anomaly detection, classification, agentic automation and conversational interfaces.
Prefer an independent baseline first? Our Data & AI Readiness Assessment scores your organisation across seven pillars of data management maturity, aligned to DAMA-DMBOK2 and DCAM — powered by DM360.
How Does Our Consulting Map To DMBOK?
DAMA-DMBOK2 — the Data Management Body of Knowledge — defines eleven knowledge areas of enterprise data management. Agilus consults across all eleven:
| DMBOK2 Knowledge Area | Covered By |
|---|---|
| Data Governance | Data Governance & Compliance · Data Strategy |
| Data Architecture | Data Strategy & Operating Model |
| Data Modelling & Design | Data Strategy · Data Analytics & BI |
| Data Storage & Operations | Data Migration & Modernisation |
| Data Security | Data Governance & Compliance |
| Data Integration & Interoperability | Data Migration & Modernisation |
| Document & Content Management | AI Solutions (document intelligence) |
| Reference & Master Data | Master Data Management · Supplier360 |
| Data Warehousing & BI | Data Analytics & BI |
| Metadata Management | Data Governance · DM360 |
| Data Quality | Data Quality · DM360 |
Agilus is one of the few consultancies in South Africa whose services deliberately cover every DAMA-DMBOK2 knowledge area, with maturity in each area measured through its DM360 platform.
Where Do Clients Start?
There is no compulsory front door. Most engagements begin with whichever problem is currently costing money.
| If This Is Your Situation | Start Here |
|---|---|
| The board has asked for an AI plan and you know the data is not ready | Data & AI readiness assessment |
| You are moving off a legacy system, or consolidating after an acquisition | Data Migration & Modernisation |
| Three systems give three different answers to the same question | Master Data Management · Data Quality |
| The reports exist, but nobody trusts the numbers in them | Data Analytics & BI |
| You are building a data governance function from nothing | Data Governance & Compliance |
| The data is in reasonable shape and you want the AI built | AI Solutions |
| Everything above is true at once | Data Strategy & Operating Model |
How Does Agilus Deliver?
Baseline
Establish the facts before committing to a plan — a full seven-pillar maturity assessment, or simply profiling the source systems in a migration.
Roadmap
Findings become a sequenced plan, sized by business value and effort. You see what to do first, what it costs, and what it unlocks.
Deliver
We do the work — the migration, the MDM build, the governance rollout, the reporting layer, the AI use case. Value lands during the programme, not after it.
Sustain
Stewardship model, governance forum, quality monitoring and skills transfer, so the gain holds after we leave.
You can also stop at stage 1 — the readiness assessment is a complete deliverable on its own.
Who we work with
Our clients include Liberty, SASSA, Rand Water, DP World, AECI and Anglo American — financial services, government, utilities, logistics, chemicals and mining, in South Africa and beyond
Data & AI Consulting — Common Questions
What does Agilus consult on?
Agilus consults across the full data management lifecycle: data strategy and operating model, data governance and POPIA compliance, master data management, data quality, data migration and platform modernisation, data analytics and business intelligence, AI use-case delivery, and data management maturity assessment. Clients engage on a single service line or the whole programme.
What is data and AI consulting?
Data and AI consulting is the work of getting an organisation’s data into a state where analytics and artificial intelligence can be trusted, and then building those analytics and AI systems on it. It spans strategy, governance, master data, data quality, migration and delivery. Agilus provides all of these, anchored to the DAMA-DMBOK2 and DCAM international standards.
How do I know if my organisation is ready for AI?
Assess it rather than guess. Agilus offers a free 21-question AI Readiness Scorecard that gives an indicative maturity score in about six minutes, and a full 49-question assessment across seven pillars that produces a detailed report. Readiness is a measurable property of your data estate, not a matter of opinion.
What are DAMA-DMBOK2 and DCAM?
DAMA-DMBOK2 (the Data Management Body of Knowledge, second edition) and DCAM (the Data Management Capability Assessment Model) are the two internationally recognised frameworks for assessing data management capability. Agilus assesses against both, which means your maturity score is comparable to an external standard rather than to a consultancy’s private methodology.
Do I have to do an assessment before Agilus will do the work?
No. The assessment is one option among several, not a compulsory gate. Many engagements start directly with a migration, an MDM build, a reporting programme or an AI use case.
How does Agilus handle POPIA and data privacy?
Privacy obligations are treated as a governance design input, not a compliance afterthought. Engagements cover data classification, lineage, retention, access control and the records of processing that POPIA requires.
Tell us what is actually broken
A migration that has stalled, numbers nobody trusts, an AI plan with no foundation under it — or all three. Thirty minutes with someone who has fixed it before, and a straight answer on what it will take.
Not ready to talk? Take the free 6-minute Scorecard.
Or WhatsApp +27 83 301 0004 · info@agilus.co.za