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AI Ramp Accelerate is a drop-in software layer that boosts AI performance by up to 40% more tokens per second using the same GPU hardware, with no changes to models, frameworks, or infrastructure. This performance gain can reduce GPU hours by roughly 29%, turning every $1 of GPU spend into $1.40 of AI value. For organizations spending $100M annually on GPU compute, that can translate into about $29M in savings or additional capacity.