Category: GPUs & Hardware
AI GPU Pricing: Why Cost per Token Beats Hourly Rates
AI GPU pricing looks simple when a provider quotes dollars per GPU-hour. That number only tells part of the story. For a…
Emin Budak
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Microsoft Maia 200: What an Inference-Native Accelerator Changes
Inference-native accelerator design changes the question infrastructure teams ask about AI serving. Microsoft Maia 200 is not positioned as a general replacement…
Emin Budak
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Intel Crescent Island: The Case for an Inference-First Data Center GPU
Inference data center GPU design is moving from a broad promise to a clear product decision. Intel has positioned Crescent Island as…
Emin Budak
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Qualcomm Dragonfly AI300: Why Memory Bandwidth Is an Inference Product
AI accelerator memory bandwidth has become a product decision, not a footnote beneath peak TOPS. Qualcomm positions its Dragonfly AI300 as a…
Emin Budak
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AI Inference Hardware in 2026: The Real Bottleneck Is the System
AI inference hardware is becoming a system-design problem, not a race to buy the accelerator with the highest quoted throughput. Modern serving…
Emin Budak
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P-Video 2: Planning GPU Capacity for AI Video Bursts
AI video GPU capacity cannot be planned from an average render time alone. A video request combines duration, frame rate, resolution, controls,…
Emin Budak
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GPU Utilization: The Metric That Hides Inference Waste
GPU utilization is often reported as one reassuring percentage. It answers whether a device was active, not whether the service delivered useful…
Emin Budak
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