Shift Analytics

Decision-grade data before any AI runs on it.

For CDOs, heads of BI, COOs and CFOs who cannot trust the numbers. Not a dashboard for small firms — a foundation and lineage layer.

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The problem

Almost every stalled AI pilot fails on data foundations. 82% of African organisations run pilots; very few reach scale.

Source: PwC Africa, 2026 · McKinsey · ITWeb / SONA 2026

How it works

Input

Approved sources, quality rules, role-based access.

The tool

Connectors, lineage, monitoring and a governance register.

You get

One trusted metric, reproducible end-to-end, inside 30 days.

Features

Standard connectors

Quality rules

Lineage

Model monitoring

Governance register

Audit export

Integration and data residency

55% of African enterprises already run most workloads in cloud, so the integration surface exists. Regulated deployments keep in-country residency and board reporting. Client data is never used to train an external model without contractual authorisation.

Source: PwC Africa, 2026 · McKinsey

Pricing

Foundation

One domain, standard connectors, quality rules and lineage. Per environment.

Enterprise

Multi-domain, model monitoring, register mapped to NDPA / DPA / POPIA.

Regulated

In-country residency, audit export, board pack. Per deployment, never per seat.

Sold as an annual licence attached to a build, not standalone. Target 70–80% gross margin.