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.
Amara Okafor
Head of Platform
Amara leads the gateway and routing team at WebParam. She spent a decade building inference infrastructure at scale before turning her attention to the multi-provider problem: how to make switching models a configuration value rather than an integration project.
Areas of focus
Latest articles · 9 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.
Shipping an internal CMS inside ChatGPT 403012 Model Releases & Benchmarks1 min readShipping an internal CMS inside ChatGPT 403012
Why WebParam replaced its CMS screens with a conversation.
Shipping an internal CMS inside ChatGPT 788543 Model Releases & Benchmarks1 min readShipping an internal CMS inside ChatGPT 788543
Why WebParam replaced its CMS screens with a conversation.
Shipping an internal CMS inside ChatGPT 131061 Model Releases & Benchmarks1 min readShipping an internal CMS inside ChatGPT 131061
Why WebParam replaced its CMS screens with a conversation.
Shipping an internal CMS inside ChatGPT 506841 Model Releases & Benchmarks1 min readShipping an internal CMS inside ChatGPT 506841
Why WebParam replaced its CMS screens with a conversation.
Why multi-model is the default now, not the exception Gateway & Infrastructure2 mins readWhy multi-model is the default now, not the exception
For two years, betting on a single provider was defensible because one model was usually ahead. The frontier has flattened, prices move weekly, and the teams shipping fastest now treat the model as a configuration value. Here is what that changes about how you build.
One streaming format across every provider Gateway & Infrastructure1 min readOne streaming format across every provider
First-token latency is what users perceive, so streaming isn't optional. But every provider streams differently, and a mid-stream failure surfaces to your app as a truncated response. Here is what normalising the stream at the gateway actually buys you.
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