AI Token Attribution

Your AI bill just got a lot less mysterious.

Finance teams get monthly invoices from OpenAI and Anthropic with no idea who drove the token spend. AI Token Attribution shows exactly what your company is spending on AI, broken down by employee, model, and team, in real time. Setup takes under an hour.

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Trusted with over $15 billion in cost under management by:

  • Numerator
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  • Dominican University of California
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  • Snap Finance
  • Amperity
Built for finance teams

Manage AI as a real budget line item

AI Token Attribution maps every AI API call back to the employee, model, and team that made it, giving finance leaders visibility to manage AI like headcount. It connects to your existing tools in under an hour. No engineering lift required.

Per-employee attribution

Know who's spending what.

AI costs are a behavior, not a line item. Think of it as headcount planning for AI: know the cost per seat, per model, per team.

  • See AI usage broken down by employee, team, and time period
  • Identify your highest-consuming users and see if usage maps to output
  • Set budgets and get alerted before spend accelerates
Model-level cost tracking

Find out which models your team is actually using.

GPT-4o and Claude Opus are not interchangeable, and the cost gap is real. Stackpack shows which models your team is calling, how often, and what it costs.

  • Track token usage per model across OpenAI, Anthropic, and Cursor
  • See which teams are defaulting to expensive models out of habit
  • Make smarter decisions about model usage without slowing anyone down
Unified multi-tool view

One place for everything your team spends on AI.

Your team uses more than one AI tool. Stackpack consolidates it all into a single, continuously updated view.

  • OpenAI, Anthropic, and Cursor in one place, with more platforms coming
  • Real-time data, updated continuously
  • Total spend, per user, per model, per team
FAQ

Questions we hear about AI attribution

AI is a new line item on the P&L. Now you can manage it like one. Book a demo and we'll connect your platforms on the call.

AI Token Attribution is Stackpack software that maps AI API usage back to the individual, team, and model behind it. Connect OpenAI, Anthropic, or Cursor and get a real-time, per-user cost breakdown, the same way you track headcount spend, but for AI tools.

Currently OpenAI, Anthropic, and Cursor. Additional platforms are rolling out throughout 2026.

Under an hour. Connect your APIs and Stackpack starts pulling data immediately.

Those dashboards show totals. AI Token Attribution shows who, broken down by employee, model, team, and time period, alongside the rest of your vendor and spend data in Stackpack.

It's built for finance and operations leaders. No engineering or technical setup required beyond the initial API connection.

Connect your OpenAI, Anthropic, or Cursor account and Stackpack immediately breaks down token usage by individual users. Filter by time period and see which models each person is calling.

The next phase connects token consumption to business outputs, linking AI spend to shipped features, closed deals, and resolved tickets. The goal is to answer whether your AI investment is actually paying off.

Try Stackpack

AI is a new line item on the P&L. Now you can manage it like one.

Connected in under an hour. No engineering lift required.

Schedule a Demo