About TokenOps Atlas
Turn AI cost into an engineered system.
TokenOps Atlas is the open reference for teams applying FinOps discipline to LLM token consumption. It combines a practical guide, interactive tools, and governance templates so engineering, finance, product, and leadership can work from the same operating picture.
Comprehensive Guide
The operating manual, in seven parts: foundations, framework, implementation, and governance — with every price rendered from the maintained dataset.
Free Chapter: Prompt Caching
Chapter 8 of The TokenOps Handbook in full — cache break-even math, provider mechanics, six anti-patterns, and a worked example cutting a support agent's bill 62.7%.
Savings Calculator
Model the impact of caching, routing, batching, and implementation cost on your token spend.
Operational Dashboard
Visibility into spend trends, team allocation, model costs, yield rates, and anomalies.
Interactive Toolkit
Live prompt compressor, model cost comparator, and reference implementation downloads.
Resources & Templates
Downloadable documents, checklists, schemas, and starter configs for your team.
Unit Economics
Metrics frameworks for engineering, finance, and product to connect cost to business impact.
Ready to get started?
Begin with a baseline audit, deploy instrumentation, and start optimizing in weeks.