Karel le Roux

Karel founded Context Design Co in 2026 after building Atteste (an art-provenance platform) and Practacular (an AI practice manager for South African accounting firms). He operates Yield SPM (Pty) Ltd, the parent company. South Africa.

He writes here on operational substrate, AI as balance-sheet asset, and what mid-market businesses can actually do with AI beyond the consulting deck.