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Benchmarks read against the whole catalogue, the engineering of running a gateway, and honest provider deep dives, from the team building WebParam.
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.
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AI is reshaping industries globally, but what does it actually mean for South Africa's water resources? We investigate the evidence, separate the hype from the facts, and ask the question that matters most.
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.
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.
Most fallback configurations are written once, never exercised, and quietly wrong. Provider outages are a when, not an if. Here is how to design a chain that degrades gracefully instead of failing over into a wall.
In a multi-turn conversation, every earlier message is re-sent on every new turn. Cost grows with the square of conversation length. Here is the math, and four ways to bend the curve back down.
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.
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Written by real engineers
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.
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Short takes and threads from the team. These link out to LinkedIn. We don't mirror them here.
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