Real impact, real numbers
Not demos. Not proofs of concept. Production systems that survive noisy data, organizational constraints, and real human use.
R0B+
Annual OPEX Savings
Vodacom Smart Generators
80-90%
Latency Reduction
ABSA ML Platform
0%
Forecast Accuracy Gain
IBM Climate Intelligence
R0M+
Subsidy Generated
Wits Enrollment System
I'm an AI researcher at the University of the Witwatersrand, founder of Ubunye AI Ecosystems, and a systems architect who believes AI should work reliably in the real world, not just as models or demos, but as systems that survive production.
VodacomABSAIBM ResearchWits University