TokenAtlasAI economics should be simple.
Turn AI infrastructure costs into clear decisions — compare every major model, simulate multi-step agent workflows, and forecast 12 months of spend from the workload inputs you provide.
Why we built TokenAtlas.
We kept shipping AI features and getting blindsided by inference bills. Every existing pricing tool was a spreadsheet from 2023, a marketing page, or a calculator that ignored half the cost drivers. So we built the tool we wanted: fast, accurate, transparent, and free at the core.
Most AI pricing tools are confusing, outdated, and developer-unfriendly. TokenAtlas is the opposite — and it grows with the field as new models, agents, and providers appear.
What's broken about AI pricing today.
Bills surprise teams long after architecture decisions are locked in.
What works at 100 users breaks the budget at 100,000.
Input vs output, cache, context — pricing math is rarely intuitive.
Agents, retrieval, embeddings, fine-tuning — costs stack non-linearly.
How TokenAtlas fixes it.
Tune sliders, see costs update instantly across providers.
Compare every major LLM by price, speed, and reasoning.
Model multi-step agents, retrieval pipelines, and embeddings.
Project 12 months of spend with realistic growth curves.
Coverage figures are derived from our maintained model catalog. We do not publish usage or customer-savings numbers.
Frequently asked questions
What is TokenAtlas?
TokenAtlas is an AI FinOps and infrastructure-intelligence platform that helps engineering and finance teams compare LLM pricing, simulate agentic workflows, and forecast 12 months of AI spend.
Who is TokenAtlas for?
AI engineers, founders, and finance leaders who ship LLM-powered products and need accurate, current cost intelligence across the 6 providers we track today — OpenAI, Anthropic, Google, Mistral, Groq and DeepSeek.
How does TokenAtlas keep model pricing current?
Our model catalog is reviewed and maintained by hand against provider pricing pages, and scenarios record the prices they were computed with so old estimates stay reproducible.
Is TokenAtlas free?
Yes — the core calculators, comparisons, and economics guides are free. Paid plans unlock team workspaces, saved scenarios, custom workflows, and procurement-grade analytics.