Product
Turn AI spend into budget decisions you can defend.
Token Management Group connects what your company spends on AI to what it produces, so every team's budget is backed by evidence.
How it works
Four steps from spend to allocation.
Connect
Bring in AI usage and spend from the providers and tools your teams already use, so all AI cost sits in one place instead of scattered across invoices and seat licenses.
Attribute
Map spend to the team, project and workflow behind it. See which groups use AI heavily, which barely use it, and how that changes over time.
Price the output
Assign a cost and a value to each artifact AI helped produce: a document, a code change, an analysis, a design. Usage becomes something the business can weigh, not just a token count.
Allocate
Set each team's AI budget based on the return it generates, and rebalance as the numbers change. Teams that get value get room to grow; waste gets caught early.
What you get
One view of AI cost and value, team by team.
Team budget recommendations
Suggested AI budgets for each team, grounded in what each one produces.
Artifact ledger
A running record of the work AI helped create, with the cost and value of each item.
ROI reporting for finance
Reports that show leadership what AI spending returned, ready for budget reviews.
Efficiency insights
Where teams overspend, such as repeated work or more expensive models than the task needs, and what to change.
Who it's for
Built for the people who own the AI budget.
Finance and FP&A
Plan AI spend with the same rigor as any other line item, and explain it to the board.
Engineering and IT leaders
Show what your teams' AI tools deliver, and make the case for more where it pays off.
Team managers
Know your budget, see what it buys, and spend it where it matters most.
Ready to put a number on your AI spend?
We'll walk through how your teams use AI today and what allocation could look like.