About
AI is a budget line. It should be managed like one.
Every team now spends money on AI. But that spend is measured in tokens and seats, which are inputs. Businesses run on outputs: the reports, code, analyses and decisions that work produces.
That gap leaves leaders guessing. Budgets get set by headcount or by whoever asks loudest, and nobody can say with confidence whether last quarter's AI spend was worth it.
Token Management Group exists to close that gap. We connect what was spent, what was produced and what it was worth, so companies can give AI budget to the teams that turn it into results.
What we believe
Three principles behind the product.
Measure output, not tokens
Token counts tell you what AI cost. The work it produced tells you what it was worth.
Make budgets defensible
Every allocation should come with a reason that finance and leadership can check.
Stay out of the way
Teams should keep using AI the way they already do. Measurement shouldn't slow the work down.