How do you track AI agent cost per agent?
Per-agent cost attribution means every dollar of LLM, API, and tool-call spend is tied to the specific agent that spent it, not lumped into a shared cloud bill. Centurian is CFO-grade evidence for AI spend, with x402 stablecoin attribution as a fast-follow for teams already on agentic payment rails.
The bill you have doesn’t answer the question
85% of enterprises lack real-time visibility into AI spend (IBM Institute for Business Value, n=2,000, fielded January-April 2026). That's not a reporting-cadence problem. It's a granularity problem. A cloud invoice or an LLM provider's usage dashboard totals spend by account or API key. When ten agents share a key, which is common, the invoice cannot answer "which agent is burning the budget," only "the account is."
Per-agent cost attribution requires the cost data plane to be built around agent identity from the start, not bolted onto a card or account number after the fact. That's why Centurian's cost attribution is downstream of agent identity: every agent has a registered identity before it spends a dollar, so every dollar has somewhere specific to land.
CFO-grade means the source is never null
Every cost record Centurian writes carries a cost_source tag: OBSERVED (a direct signal from the call itself), PLATFORM_IMPORTED (reconciled from a vendor invoice), AGENT_SELF_REPORTED (declared by the agent), or ESTIMATED (a bounded fallback when no direct signal exists yet). A finance team gets not just a number but a confidence level behind it, the difference between "we measured this" and "we estimated this," on every row.
FinOps for agentic AI is a named Gartner Hype Cycle profile, not a category Centurian invented, agent spend behaves differently from human-driven cloud spend because it can spike autonomously, in seconds, with no procurement step in between. For teams already running agent-to-agent payments, x402 stablecoin spend adds one more rail to the same per-agent record; annualized throughput was roughly $600M in early 2026, real but small next to model-API spend, which is why it's tracked as a fast-follow rather than the headline. See x402 FinOps for that rail specifically.
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