Services & Products

A focused services and products stack, deployed under your direction.

We pair senior practitioners with a disciplined delivery method — design, build, validate, document, handover — so every model we ship is auditable, explainable and ready for production on day one.

01

Data Science & Machine Learning

Predictive intelligence engineered for production

End-to-end design, build and validation of predictive, classification and forecasting systems — from credit-risk decisioning and fraud detection to churn, recommendation and advanced time-series models including Temporal Fusion Transformers and other deep-learning architectures.

  • /Credit risk & fraud modelling
  • /Churn, retention & CLV
  • /Time-series & demand forecasting
  • /Segmentation & recommendation
  • /Statistical & econometric modelling
  • /Model validation & backtesting
02

Generative AI & LLM Systems

Retrieval-grounded, governable language models

Design and deployment of enterprise-grade generative AI: fine-tuned LLMs, retrieval-augmented generation, autonomous AI agents and document-intelligence pipelines — built within strict security perimeters and audit trails.

  • /RAG architecture & vector search
  • /Private LLM fine-tuning
  • /Autonomous agent workflows
  • /Document & contract intelligence
  • /On-premise & sovereign deployment
03

Data & Analytics Engineering

The data fabric beneath every model

Resilient ingestion, warehousing and feature pipelines that turn fragmented enterprise data into the trustworthy datasets AI/ML use cases depend on. Petabyte-scale experience across cloud and hybrid environments.

  • /Lakehouse & warehouse design
  • /Streaming & batch pipelines
  • /Feature stores & MLOps
  • /Data quality & lineage
  • /Single source of truth integrations
04

AI Governance & Explainability

Model risk discipline for regulated institutions

Validation frameworks, model cards, explainability outputs and governance scaffolding aligned to the standards expected of multilateral and Tier-1 financial institutions.

  • /Model risk frameworks
  • /Explainability (SHAP, LIME, counterfactual)
  • /Bias & fairness assessment
  • /Model cards & documentation
  • /Regulatory alignment
05

Capability Building & AI Enablement

Knowledge transfer as a first-class deliverable

Board, executive and technical training programmes designed to build durable in-house data and AI capability — informed by a heritage of mentoring 1,000+ data professionals across Africa.

  • /Executive & Board AI literacy
  • /Technical upskilling tracks
  • /Embedded knowledge transfer
  • /Analytics enablement clinics
  • /Curriculum design & delivery
06

AI Trainings

Hands-on, role-targeted AI and data upskilling

Structured AI and data training programs for executives, analysts, engineers and product teams. Each cohort blends instructor-led workshops, applied labs on your own data, and assessments — designed to leave participants able to ship governed AI work, not just describe it.

  • /Executive AI literacy & strategy masterclasses
  • /Applied machine learning bootcamps for analysts
  • /Generative AI & prompt engineering workshops
  • /MLOps and production AI for engineers
  • /Responsible AI, governance & model risk training
  • /Custom in-house curricula on client data
07

Capacity Development Programs

Multi-month programs that build institutional AI capability

Long-form capacity development for ministries, regulators, banks, and enterprises seeking to stand up internal data and AI functions. We combine training tracks, mentored delivery on real use cases, governance scaffolding and a measurable competency framework — so capability stays inside your organisation after we leave.

  • /Institutional AI readiness & maturity assessment
  • /Curriculum design aligned to NQF / sector standards
  • /Mentored project delivery on live business problems
  • /Train-the-trainer & internal faculty development
  • /Graduate, fellowship & talent pipeline programs
  • /Monitoring, evaluation & competency certification
08

AI Products & Accelerators

Pre-built AI accelerators tuned for African operating contexts

Productised AI solutions and accelerators we deploy and tailor to your environment — covering document intelligence, credit and fraud analytics, conversational assistants and reporting copilots. Each product ships with governance artefacts, monitoring and a clear path to in-house ownership.

  • /Document intelligence & KYC automation
  • /Credit scoring & portfolio risk accelerators
  • /Fraud & anomaly detection toolkits
  • /Conversational assistants for operations & support
  • /Regulatory & management reporting copilots
  • /Private, on-prem and sovereign deployment options
Methodology

From discovery to handover.

  1. 01

    Discovery & framing

    Use-case framing, success metrics, data assessment, governance alignment.

  2. 02

    Data & feature engineering

    Lineage, quality controls, feature stores and reproducible pipelines.

  3. 03

    Model design & validation

    Methodology selection, baselines, backtesting, fairness and explainability.

  4. 04

    Deployment & MLOps

    Containerisation, monitoring, drift detection, retraining triggers.

  5. 05

    Documentation & handover

    Model cards, runbooks, scripts and capability transfer to your team.