Winners and losers in the coming AI margin collapse (martinalderson.com)

A recent analysis highlights a critical shift in the economics of AI, focusing on the release of cost-effective models like Grok 4.5, which provide capabilities similar to higher-end models like GLM5.2 but at a fraction of the price. This trend suggests an impending “AI margin collapse,” where the competitive landscape bifurcates into high-end models with steep prices and a wide range of affordable, yet capable alternatives. As a result, demand for hardware components (such as GPUs and datacenters) is likely to increase, benefiting suppliers in the hardware value chain rather than the model developers themselves, fundamentally altering the profit dynamics in the industry. These changes pose both opportunities and challenges. While users stand to gain significantly from accessing high-quality AI at reduced costs, major players in the frontier AI labs, like Anthropic and OpenAI, may face revenue pressures as cheaper models encroach on their market share. The future viability of these labs could hinge on their ability to maintain a technological edge with continual innovation or restrict access to their best models via managed platforms. The unfolding competition not only raises questions about which companies will survive in a market driven by "good enough" solutions but also casts a spotlight on the potential resurgence of the B2C market, particularly in the realm of LLM-adjacent advertising, as consumer engagement with AI continues to evolve.