AI in Africa: from PoC to production

Most artificial intelligence initiatives in Africa never reach production. The prototype dazzles in a demo, then collides with the realities of data, infrastructure and adoption.

The gap between PoC and production

A PoC validates a hypothesis; a production system must be reliable, monitored and embedded into business processes. At Shift we design for the latter from day one.

Three decisive levers

• Data: governance, quality and reproducible pipelines.
• MLOps: model versioning, drift monitoring, retraining.
• Adoption: team training and change management.

This discipline is what turns ambition into measurable digital impact.