MODERN
AI SYSTEMS

KotaML helps teams build AI systems
by choosing the right models,
architectures, and tradeoffs

KotaML helps teams build AI systems by choosing the
right models, architectures, and performance tradeoffs

Datasets on model pricing, inference costs, memory use, context windows, and other system-level metrics.

Interactive tools for comparing models, evaluating tradeoffs, and exploring system-level decisions.

Notes and experiments on system behavior, pricing dynamics, and the market structure behind the AI stack.

Latest Data

Token pricing data for major LLMs, including input, output, and context windows.

A tool for analyzing gross margin sensitivity across usage, pricing and cost structures.

Conditions under which the default LLM setup starts to break.