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TokenAtlas

AI cost tracking

Know what every AI feature costs you — before the invoice.

Stop guessing at the next invoice. TokenAtlas prices every LLM workload — input tokens, output tokens, cache hits, and dollar cost — against a maintained pricing catalog, and breaks it down by feature, model, environment and customer.

  • Per-call cost attribution by feature, team or tenant
  • Token cost analytics across every provider in our catalog
  • Budget thresholds you set, so estimates stay grounded
  • Exports your CFO and procurement team will accept
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Why provider dashboards aren't enough

OpenAI's usage screen shows one provider. Anthropic's shows another. Neither attributes spend to your features or customers. TokenAtlas puts every provider in one modelled cost view so you can answer 'what would this feature cost us at this volume?' in seconds.

Tracking that finance trusts

Token-accurate arithmetic, prices recorded with every saved scenario so old estimates stay reproducible, and tagged exports for chargeback and cost-of-goods reporting. Finance gets numbers they can check; engineering keeps shipping.

From tracking to optimization

Once costs are modelled, the next step is to act on them — model swaps, prompt rewrites, caching wins. TokenAtlas surfaces the highest-leverage optimizations for the workloads you describe.

Frequently asked questions

What does AI cost tracking actually measure?
Token volume in and out, request count, model used, and the dollar cost of each call — modelled against our maintained pricing catalog so you can attribute spend to a feature, environment, or customer.
Where do the numbers come from?
You describe your workloads — models, token volumes, request counts — and TokenAtlas prices them against a curated, regularly reviewed pricing catalog. There is no automatic provider API connection today, so figures are modelled estimates rather than metered billing data.
Do I need to change my code?
No. TokenAtlas works from workload inputs and saved scenarios — nothing to install, no proxy in front of your provider calls, and no changes to your prompt code.

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