Eight Tools for AI Infrastructure

Plan your AI infrastructure with confidence. Calculate memory requirements, compare cloud GPUs, optimize costs, and get expert recommendations.

Calculators

Estimate costs and resource requirements for your AI infrastructure.

Memory Calculator

GPU Memory Estimation

Estimate model memory requirements and get batch size recommendations for your hardware.

Memory Calculator screenshot

TCO Calculator

Cost Analysis

Calculate total cost of ownership with detailed breakdowns and multi-provider comparison.

TCO Calculator screenshot

Advisors

Get expert optimization recommendations for distributed training, quantization, and cost savings.

Parallelism Advisor

Distributed Training

Get recommendations for tensor, pipeline, and data parallelism configurations.

Parallelism Advisor screenshot

Quantization Advisor

Precision Optimization

Explore quantization options like INT8 and FP16 with quality vs speed tradeoff analysis.

Quantization Advisor screenshot

Spot Advisor

Savings Opportunities

Check spot availability by region, interruption frequency, and calculate cost savings.

Spot Advisor screenshot

Registry

Comprehensive databases for AI models and cloud accelerators.

Model Registry

AI Model Comparison

Compare 29 AI models with capabilities, pricing, and context windows.

Model Registry screenshot

Accelerator Registry

GPU Comparison

Compare 15 accelerators across AWS, GCP, and Azure with interactive filtering and performance metrics.

Accelerator Registry screenshot

Data

Keep your infrastructure data current with automatic synchronization.

Live Data Feeds

Automatic Data Sync

Automatic data sync for pricing, benchmarks, and model capabilities.

Live Data Feeds screenshot

Make Smarter Infrastructure Decisions

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