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David Yates's avatar

Anthropic has always been the most visibly capacity-constrained of the big three and as the pioneers of Claude Code and the first model to make it really useful (Opus 4.5) + the main target of the OpenClaw phenomenon, I think they've been in a particularly difficult and somewhat unique capacity situation over the last few months.

The open-weight, mostly Chinese models make this a more complicated picture. Top Chinese models such as DeepSeek and Kimi have similar capabilities to the top models from the frontier American labs with significantly cheaper API pricing, even when hosted by third parties. Smaller open-weight models, such as the Gemma 4 and Qwen 3.6 series, can provide GPT4o-equivalent performance for many tasks while running on consumer hardware.

We're at the point where a lot of useful AI workloads do not require the latest frontier models, and so I think if OpenAI et al do radically increase their prices, a lot of workflows will shift to lesser-known providers, perhaps even internally managed open-weight models in some cases.

There's a popular folk belief about the frontier labs becoming techno-feudal overlords due to ironclad control over the means of AI inference, but I just don't think their products have enough differentiation for that. People have vibes-based preferences for e.g. Claude vs ChatGPT, but for most tasks these models are pretty much interchangeable, and this will be true for more and more especially non-frontier models as time goes on. Most heavy users I know already ruthlessly switch between monthly subscriptions to the frontier products.

I think we'll see a rise in companies that just provide inference using open-weight models, and can thus set prices without needing to consider the costs of their own model training. The frontier labs have no moats, the second-tier labs are months, not years, behind in capability, and we're doing more with smaller models. IMO it's just a matter of time before AI inference becomes a commodity.

Rohan Ghostwind's avatar

Yes I agree with you in that these companies are going to follow the same path as pretty much every other technology for the last 20 years.

Provide a loss leader, then enshittify.

I’m curious if you would be willing to share what your business is?

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