HUB: AI_DATA

AI Infrastructure

Optimize your machine learning inference and vector database expenses with precision calculators.

Predict Your AI Costs Before You Build

Running LLMs locally or scaling a RAG pipeline is the wild west right now. Prices change weekly, and running out of VRAM is a nightmare. We built these calculators so developers can forecast exact hardware requirements and API token costs without the guesswork.

Local LLMs vs. Paid APIs

Should you buy a server to run Llama 3 or just pay OpenAI per token? It all comes down to your query volume. Use our calculators to compare the exact monthly costs of cloud APIs versus spinning up your own GPU instances.

RAG Database Scaling

Vector databases like Pinecone can get crazy expensive if you don’t plan ahead. Before you dump millions of embeddings into production, calculate your exact read/write costs so you don’t get hit with a surprise bill.

Fine-Tuning Budgets

Training a custom model using LoRA sounds great until you see the compute bill. Compare serverless GPU prices across providers and figure out exactly how much your training runs will cost based on your dataset size.

Tech Calculators for Founders & Devs.

Data. Not guesswork. Fast, ad-free tools to optimize your AI infrastructure costs, calculate SaaS runway, and maximize crypto ROI.

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