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Data & AI Engineering Consultancy

From raw data to AI that grows revenue.

Start with the outcome you want: answers in seconds, lower operating costs, new revenue. We engineer the path to it. Data Foundations keep the rhythm, AI & Production Systems carry the beat, and one senior team owns the result.

Tier 1 · The rhythm

Data Foundations

The steady tempo: trusted, unified data that gives every team the same answers, fast. Strategy, governance, security, engineering and quality.

DF·01

Data Strategy & Roadmap

Find the value stuck in your data. A value-at-stake assessment tied to your targets, and a sequenced roadmap that releases the biggest returns first.

  • Value-at-stake assessment linked to business KPIs
  • Current-state maturity and capability baseline
  • 12–36 month sequenced roadmap with business cases
  • Data operating model and organisation design
DF·02

Data Governance

Governance that speeds decisions up. Clear ownership, practical policy and a living data catalogue, so every report and model starts from data everyone trusts.

  • Data ownership and stewardship models
  • Policies, standards and decision rights
  • Data catalogue, lineage and business glossary
  • Governance forums that run on a steady cadence
DF·03

Data Security & Privacy

Security engineered into the platform: classification, encryption, access control and audit trails that keep you compliant under POPIA, GDPR and your sector's rules.

  • POPIA readiness reviews and personal information impact assessments
  • Classification, access control, masking and encryption
  • Cross-border transfer (s72) and operator agreement (s21) support
  • Security-compromise notification (s22) playbooks
DF·04

Data Processing & Engineering

Pipelines that arrive on time, every time. Event, IoT, log and transactional data ingested, tested and modelled at scale, ready for analytics and production AI.

  • Batch and streaming pipelines (ELT/ETL)
  • Lakehouse and warehouse builds on Azure, AWS, GCP, Databricks and Snowflake
  • Orchestration, automated testing and CI/CD for data
  • Cost-aware cloud engineering, including South African regions
DF·05

Data Quality & Integrity

Trust you can measure. Automated quality checks, data contracts and scorecards catch problems before they reach a dashboard, a decision or a model.

  • Profiling, quality rules and executive scorecards
  • Automated data contracts and pipeline tests
  • Master and reference data management
  • Root-cause analysis and remediation workflows
DF·06

Data Architecture & Modelling

An architecture that grows with your ambition. A lakehouse and data model sized for today's volumes and the AI workloads you will run in three years.

  • Target-state architecture (lakehouse, mesh or hybrid)
  • Dimensional, Data Vault and semantic models
  • Integration patterns, APIs and event design
  • Architecture decision records and reference designs
DF·07

Analytics & Reporting / BI

One version of every number, from the front line to the boardroom. A governed semantic layer and self-service dashboards that answer questions in seconds.

  • KPI frameworks and governed metric definitions
  • Power BI, Tableau and Looker dashboards
  • Self-service semantic layers
  • Executive and board reporting packs
DF·08

Data Enablement & Literacy

Fluency that stays after we leave. Role-based programmes that teach every team to question data, use AI tools and act on evidence with confidence.

  • Role-based data and AI literacy programmes
  • Analyst and engineer upskilling on your own stack
  • Communities of practice and internal champions
  • AI literacy and risk briefings for leadership
DF·09

Managed Data Services

Your data platform, run to SLA. Monitoring, incident response and cost optimisation, with a monthly report on the value delivered.

  • Platform and pipeline operations under SLA
  • Monitoring, incident and change management
  • Continuous optimisation and cloud cost control
  • Monthly value and reliability reporting

Tier 2 · The beat

Reliable AI & Production Systems

Our flagship. AI that predicts, automates and advises, built, evaluated, monitored and operated in production, where it earns its keep every day.

AI·01

AI & ML Strategy

Invest in the AI that pays back. Use cases scored by value, feasibility and risk, with a roadmap to the ones that can reach production.

  • AI opportunity portfolio scored by value and risk
  • Build, buy or partner decisions
  • AI-readiness assessment of data and teams
  • Business cases with measurable production targets
AI·02Flagship

MLOps & Production ML Systems

Models that perform every day, not just in the demo. CI/CD for ML, feature stores, model registries and monitoring keep forecasts and risk scores accurate in production.

  • Reproducible training, feature management and model registry
  • CI/CD/CT pipelines with automated release gates
  • Scalable serving — batch, real-time and edge
  • Shadow, canary and blue-green releases with instant rollback
AI·03Flagship

LLM & GenAI Engineering

AI assistants and multi-agent systems that answer, automate and act, grounded in your governed data, measured with real evaluations and protected by guardrails.

  • Retrieval-augmented generation (RAG) on governed enterprise data
  • Agent and tool-use workflows with bounded autonomy
  • Evaluation harnesses for accuracy, grounding and safety
  • Guardrails, PII redaction, cost and latency controls
AI·04Flagship

AI Reliability & Evaluation

Protect revenue and reputation. Golden datasets, automated evaluation and drift monitoring catch degradation and unsafe AI behaviour before customers or regulators do.

  • Drift, performance and data-quality monitoring against SLOs
  • Golden datasets and continuous evaluation pipelines
  • Human-in-the-loop review, escalation and feedback capture
  • Incident response, red-teaming and safety testing
AI·05

AI Governance & Responsible AI

Innovate boldly and stay compliant. Model risk registers, audit trails and controls aligned to POPIA, GDPR, the EU AI Act and ISO/IEC 42001.

  • AI policy, risk register and model inventory
  • POPIA section 71 controls for automated decision-making
  • EU AI Act risk classification and ISO/IEC 42001 alignment
  • Model cards, audit trails and explainability reporting
AI·06

AI Systems Integration

AI where the work happens. Models and agents wired into your core systems, APIs and workflows, so insight becomes action without anyone switching screens.

  • Integration into ERP, CRM, core banking and case-management systems
  • Decision-point and workflow design
  • APIs, event streams and low-latency serving
  • Change management and adoption tracking
AI·07Flagship

AI Reliability Assurance for Critical Decisions

Independent assurance for AI behind high-stakes decisions in credit, claims, health, safety and operations. Evidence your board, clients and regulators can rely on.

  • Independent model and system validation
  • Stress, bias and robustness testing
  • Pre-deployment readiness reviews
  • Ongoing assurance reporting for boards and regulators

Contact

Let's find your rhythm.

Tell us about the decision, system or target you're working towards. A senior consultant will reply within one business day.

Based in
[Registered address], South Africa
Working with
SA enterprises, the public sector and international clients

We reply within one business day. No mailing lists.