Enterprise AI Token Spend Auditing and Optimization
C7/10June 16, 2026
WhatAn internal AI usage analytics platform that monitors, attributes, and optimizes enterprise AI token consumption to eliminate wasteful spending driven by perverse incentive structures.
SignalCompanies are burning staggering amounts on internal AI token usage — potentially hundreds of millions per month — driven by gamified leaderboards and vanity metrics rather than actual productivity, and nobody has visibility into what's waste versus value.
Why NowEnterprise AI adoption has hit an inflection where internal token spend is material to P&L but completely unaudited, and companies are just now realizing the scale of the problem as the bills arrive.
MarketFortune 500 CTO/CFO offices spending $1M+/month on AI APIs; $3B+ TAM in AI cost management; Vantage and CloudZero cover cloud but nobody owns the AI-specific token audit layer.
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