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Insights · Financial Modeling

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  1. Inference operations currently generate 80-90% margins due to low marginal costs, but growth is constrained by linear GPU supply chains. Hardware scarcity favors large incumbents while creating opportunities for aggregated software layers.

    Impact: Infrastructure founders should prioritize aggregated inference services and enterprise control planes to capture high-margin revenue while mitigating hardware scarcity risks.

    — from OpenCode Strategy: AI Inference Economics & Product Discipline · The Pragmatic Engineer Podcast· May 27, 2026