GPU Scarcity and the End of Abundant AI: Five Hallmarks of Computing Constraints

As GPU demand dramatically outpaces supply, AI infrastructure costs are surging and access to state-of-the-art models is becoming restricted to well-capitalized companies. The era of abundant, affordable AI is ending, forcing developers to diversify across smaller models and alternative deployment strategies while infrastructure buildout catches up over years.