💻 Tech

Our technology tools are designed for AI developers, machine learning engineers, and tech enthusiasts who need precise hardware and cost calculations. Whether you are building a local LLM inference server, comparing API pricing across major providers like OpenAI, Anthropic, and Google, or assembling a multi-model AI stack, these calculators provide the data you need to make informed decisions. Each tool uses real-world specifications from GPU manufacturers and up-to-date API pricing data, so you can plan your infrastructure with confidence before making expensive hardware or service commitments.

Why This Matters

Running AI models locally has become increasingly popular with the release of open-source LLMs like Llama, Mistral, and Qwen. However, VRAM requirements vary dramatically based on model size, quantization level, and context length. A miscalculation can mean purchasing an inadequate GPU or overspending on unnecessary hardware. Our tech tools help bridge the gap between model specifications and real-world hardware requirements, saving you time and money.