KotaML — Archived 2025 AI Inference Economics Research Project

Data & Tools

Datasets on model pricing, inference costs, context windows, caching, workload mixes, and margin sensitivity. Interactive tools for comparing models, evaluating tradeoffs, and exploring system-level decisions.

Datasets

Dataset

LLM Token Pricing

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

Dataset

Cached Token Pricing

Cached input and output pricing for major LLMs.

Dataset

LLM Workload Pricing

Inference costs across fixed workload mixes.

Dataset

Cached Workload Pricing

Cached inference costs across fixed workload mixes.

Tools

Tool

Inference Cost

Calculate monthly inference costs based on token usage and model pricing.

Tool

Margin Analysis

Analyze gross margin sensitivity across usage, pricing and cost structures.

Tool

Model Tier Framework

A classification of LLM tiers based on reasoning, cost and control.