Provider Deep Dives1 min read
What AI actually costs in South Africa
Rand-denominated budgets, dollar-denominated APIs, and the costs South African teams keep missing.
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Provider Deep Dives
Where each lab is strong, where it is weak, and what its release cadence tells you: the Chinese and Western ecosystems covered with equal depth.
4 articles
What AI actually costs in South Africa Choosing an AI provider from South Africa: latency, rand pricing, and data residency Provider Deep Dives3 mins readChoosing an AI provider from South Africa: latency, rand pricing, and data residency
A local region doesn't mean local inference, a rand invoice doesn't mean rand exposure, and POPIA doesn't require in-country processing. The three questions South African teams should answer before committing to an AI provider.
What AI actually costs a South African team Provider Deep Dives3 mins readWhat AI actually costs a South African team
Token prices converted to rands are the start of an AI budget, not the end of it. Where the gap opens between the pricing page and the invoice — output ratios, context re-billing, agent loops, forex, card fees and VAT.
Reading the Chinese open-weights ecosystem seriously Provider Deep Dives2 mins readReading the Chinese open-weights ecosystem seriously
Several of the fastest-moving open-weights releases of the last two years came out of Chinese labs. Ignoring them means overpaying for capability you could have had. A field guide to the ecosystem most Western tooling still treats as an afterthought.