The Hidden Leaks
The waste hides until the bill arrives.
Every agent and model runs on token, but most organizations can't
trace the cost back to who or what is driving it. Just one spend total,
with no breakdown behind it.
94% of enterprises aren’t seeing strong ROI from AI
93% of organizations exceed their AI budgets
Click any card to see how a leak and its fix pair up — or watch a prompt flow through the pipe below.
AI Spend Leaks
Prompt in
Capabilities
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1
Requests hit the priciest model by default, even trivial ones.
Model ProxyUse premium models only when needed by right-sizing each request with routing.
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2
Without caps, usage can run over budget before anyone notices.
Model WalletStop overages before they start with prepaid budgets and token caps per agent, team, and user.
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3
Agents re-fetch and re-validate the same data across steps.
Context CatalogLimit repeat backend and validation calls agents would otherwise make.
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4
Oversized prompts & unused tool catalogs are re-sent every call.
Cost OptimizationCut prompt waste with clear resource boundaries that get the most from your AI spend.
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5
Fragmented AI visibility creates cost blind spots and overspend.
Unified FinOps DashboardSee usage by team and app and detect anomalies across agents and LLMs with a single FinOps view.
Value out
The AI Control Plane to control cost and scale AI
Learn more about MuleSoft's AI cost management solutions.