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Vantage shows you the spend. Plutus shows you what happened when it moved. A side-by-side on pricing, AI cost attribution and event context, checked against both vendors on 14 October 2026.
Plutus syncs replace a window of rows instead of appending, and a lightweight DELETE was taking 9 to 15 seconds in production. Yearly partitions cut its median to about a second and a half, and it has held for ten days.
Put a gateway in front of your LLM providers and you get per-team attribution the invoice cannot give you. You also get two records of the same dollars, and adding them together is silent and expensive.
Your OpenAI bill is one number. Working out which key, which model, and which team produced it is a different job, and the two big providers make it possible in genuinely different ways.
Most of a cloud bill belongs to somebody. The rest, the shared cluster and the egress and the observability bill, is where chargeback quietly goes wrong. Here's how to divide it without the numbers stopping adding up.
A real anomaly from the Plutus demo account, and what it takes to go from a red number to knowing exactly why it happened.
'Agent' just means something checks your spend on a schedule and tells you what it found. Here's the concrete setup in Claude and Gemini, not the pitch.
A walkthrough of what it actually looks like to go from 'costs are up' to 'here's why,' using the event timeline instead of a separate investigation.
A cost dashboard tells you the number moved. Finding out why is a separate afternoon. Here's how to make the chart answer the question itself.
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