Discover what your data can unlock.
Start with clarity.

Whether you’re just beginning or improving what you already have, we help turn everyday numbers and records into clarity, insight, and confident decisions.

See how we can help
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Data‑driven websites

Showcase your work, attract clients
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Data preparation

Make messy data usable
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Data analytics

Find meaningful insights
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Interactive dashboards

See performance clearly
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Revenue protection

Reduce losses, grow revenue
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Data literacy

Understand data, drive decisions

Three essentials for confident, data‑driven decisions.

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Clarity

We turn scattered spreadsheets and inconsistent data into clean, structured, decision‑ready information.

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Visibility

Dashboards and analytics that reveal patterns, progress, and risks — helping teams make informed decisions faster.

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Adaptability

Modular processes that scale from one project to enterprise-wide use, supporting organisations of any size.

Start your data journey now.

Turn your organisation’s data into clarity, structure, and impact — with modern tools built for Africa.

About Data Tshwane AI

Founded by Dr. Mokone J. Roberts, Data Tshwane AI draws on more than two decades of combined experience across metallurgy, mineral economics, molecular modelling, and applied data science.

Our mission is simple: help African organisations make confident, evidence‑based decisions through transparent, modular, and reproducible data processes.

Learn more

Modern data & AI services for organisations of every size.

Practical, results‑driven solutions for business, education, communities and government teams.

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Business Intelligence

Clear dashboards and reports that turn raw data into actionable business decisions.

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Data Cleaning & Preparation

Clean, structure, and validate data so it is reliable, consistent, and ready for analysis.

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Predictive Analytics

Forecast trends, anticipate risks, and identify opportunities using transparent statistical and machine learning models.

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Dashboards & Web Systems

Build dashboards and web tools that surface key metrics clearly and support ongoing performance monitoring.

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Community & Education Insight

Tools for schools, NGOs, and local groups to understand progress, feedback, and community needs.

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Data Strategy & Governance

Structure your data environment with clear policies, secure processes, and responsible architecture.

Our approach to data clarity.

A simple, transparent delivery process that helps teams move from uncertainty to insight — and from insight to measurable progress.

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Get started

We begin by understanding your operational context, existing data, and the decisions that matter. This first step opens the door to clarity.

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Get involved

We work with your team to map the real problem, identify the right inputs, and co‑shape a delivery plan with clear timelines and milestones.

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Get results

Together, we turn data into impact using dashboards, reports, and clear narratives — built around transparency, reproducibility, and value.

Contact us

Let’s explore how Data Tshwane AI can support your data-driven journey.

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Existing clients may to request a confidential Data & ML Assessment.

Case studies

Real-world projects demonstrating Data Tshwane AI’s ability to deliver clarity, insight, and impact.

Critical minerals & metals

Using ICMM Global Mining Dataset to identify green-economy critical minerals and design reproducible processes for sustainable planning.

Executive summary

Full case study will be added including Introduction, Methods, Results, Discussion, and Conclusions.

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Energy usage in Western Cape schools

Smart‑meter analytics from 53 schools reveals actionable insights for efficiency, budgeting, and equitable access.

Executive summary

Full case study content will be inserted following the structured reporting process.

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Financial risk modelling

Transparent and reproducible models for risk assessment, stress testing, and stakeholder-ready reporting.

Executive summary

Full case study will be added using the standard impact-model pipeline.

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