AI Spend Observability and Token Cost Management Platform
C7/10May 28, 2026
WhatA financial observability platform purpose-built for AI API spend — tracking per-request costs, flagging runaway agent loops, setting budgets, and forecasting token expenses across models and providers.
SignalMultiple commenters liken AI model usage to gambling — burning tokens with unpredictable costs and uncertain returns — revealing that developers and teams lack visibility and control over rapidly growing AI expenditures.
Why NowAgentic workflows that spawn parallel sub-agents can burn through thousands of dollars in minutes with no guardrails; enterprise AI budgets are growing 3-5x annually but financial tooling hasn't kept pace.
MarketEngineering and finance teams at companies spending $10K+/month on AI APIs; TAM $1B+ in the FinOps-for-AI niche; Helicone and Portkey offer logging but lack deep financial controls and forecasting.
MoatIntegrating with billing, procurement, and existing FinOps tools creates high switching costs; accumulating spend pattern data enables increasingly accurate forecasting that new entrants can't match.
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