AI Engineering Toolkit
Build AI systems with better estimates.
Fast, practical tools for LLM costs, tokens, embeddings, RAG, context windows, and machine learning metrics.
LLM Tools
Tokens, API costs, and context windows.
RAG Tools
Embeddings, chunking, and RAG project costs.
ML Tools
Classification and regression metrics.
Why AIKit?
Fast
Results update instantly as you type — no loading states.
No signup
Every tool is free and usable immediately.
Browser-based
Calculations run client-side. Your input stays local.
Transparent formulas
Every result shows the math behind it.
Developer-focused
Built for the calculations engineers actually need.
Learn
View all guides →What Are LLM Tokens?
How tokenization works and why LLMs measure text in tokens, not characters.
Read guideHow Does LLM API Pricing Work?
How input/output token pricing works and what actually drives your bill.
Read guideWhat Is a Context Window?
What counts toward a model's context window and how usage adds up.
Read guide