Tools & Utilities
Free calculators, benchmarks, and planning utilities for architecting your next AI hardware deployment.
AI Hardware Calculator
Input your model parameters (Llama-3, Mixtral, etc.) and quantization levels to precisely estimate VRAM requirements, memory bandwidth bottlenecks, and optimal GPU configurations.
Available Utilities
GPU Comparator
FreeSide-by-side spec comparison focused on tensor core performance and memory bandwidth.
Build Cost Estimator
BetaLive pricing aggregation for multi-GPU workstations across major retailers.
PCIe Lane Bottleneck Checker
FreeVisualize PCIe lane saturation based on CPU and motherboard topology selection.
Power Draw Simulator
FreeCalculate transient power spikes and sustained load requirements for PSUs.
Workflow Integration
Input Specs
Define your hardware constraints or target model parameters.
Analyze Data
Get instant reports on bottlenecks, costs, and compatibility.
Build System
Export your component list and source parts from verified vendors.
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Our team builds utilities based on researcher demand. Let us know what calculator or tool would improve your workflow.
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