Trust Intelligence Research Series
Trust Intelligence Platform for the Data-Driven Enterprise
A six-part research series for boards, information officers, risk leaders and engineering teams, covering POPIA and artificial intelligence, automated decision making, the data lifecycle, collaborative research data sharing, privacy by design and the governance operating model that ties them together.
Series 01 6 min readPOPIA and Artificial Intelligence in South Africa
Building a measurable governance model for organisations using AI
Why static compliance checklists fail in the AI era, how POPIA works as a data management control layer, and how the Governance Readiness Score makes compliance defensible.
Read the report
Series 02 5 min readAutomated Decision Making and Section 71 of POPIA
Measuring algorithmic decision risk and human oversight
From descriptive analytics to autonomous decisions: the Section 71 prohibition, its statutory exceptions, and objective indices for oversight and model monitoring.
Read the report
Series 03 5 min readPOPIA, Artificial Intelligence and the Data Lifecycle
Governing information flows from ingestion to destruction
The ten-phase Insight Keepers Data Lifecycle, operational requirements for discovery, classification and lineage, plus the telemetry that proves lifecycle compliance.
Read the report
Series 04 4 min readPOPIA Compliance for Research and Data Sharing
Building trustworthy and compliant collaborative data ecosystems
The ASSAf POPIA Compliance Framework for Research, consent bifurcation, Data Transfer Agreements, and the Data Sharing Risk Index.
Read the report
Series 05 3 min readPrivacy by Design for AI and Data Driven Organisations
Engineering privacy into modern data platforms
The Insight Keepers privacy architecture, the requirement-to-audit pipeline, and quantitative metrics for privacy engineering effectiveness.
Read the report
Series 06 5 min readA South African AI Governance Operating Model
From static compliance documentation to continuous trust intelligence
AI Steering Committee design, the Three Lines of Defence, the Enterprise AI Inventory, a five-stage maturity model and the Confidence Adjusted Compliance Score.
Read the report