Agent Infrastructure
Vantage
Multi-cloud cost observability platform that now treats Anthropic, OpenAI, and the major model providers as first-class line items alongside AWS, GCP, and Azure.
The AIE Angle
Why Vantage made the cut
Vantage is what turns AI spend into a normal CFO conversation. It's a multi-cloud cost observability platform — the kind finance teams already know how to read — and it now treats Anthropic, OpenAI, and the major model providers as first-class line items right next to AWS, GCP, and Azure. That's the trick. Putting AI invoices in the same dashboard as cloud invoices is what moves the conversation from "surprise quarterly fire drill" to "line in the monthly budget review." When the consultant story about the $500M Claude bill hit the wire, the underlying failure wasn't that the company couldn't afford the spend — it was that nobody saw the spend in time to ask whether they wanted to. Vantage is the report that lands on the CFO's desk before the invoice does. Right pick when AI spend is on enough invoices that your finance team can't track it in a spreadsheet anymore. Wrong pick when you have one model vendor and one cloud and the existing billing portal still fits on a page.
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The AI Toolbox is curated by practitioners who use these tools in real business workflows. We don't accept payment for placement or favorable reviews.
5 Ways To Use It
Vantage for business
- 1
Roll up AI provider spend (Anthropic, OpenAI, Azure OpenAI, Bedrock) and cloud spend (AWS, GCP, Azure) into one dashboard finance can actually read.
- 2
Allocate AI costs by team, product, environment, or cost center using existing tagging rules so engineering and finance see the same numbers.
- 3
Set budgets and alerts that fire before the month-end invoice lands, not after.
- 4
Compare AI spend trends against cloud spend trends to find where the new cost growth is actually coming from.
- 5
Generate the AI-spend section of the monthly business review automatically instead of stitching it together from N vendor portals.
Common Questions
Vantage FAQ
The questions business professionals most often ask about Vantage.
What is Vantage?+
Vantage is a cost observability platform — AWS, GCP, Azure, Snowflake, Datadog, Kubernetes, and now Anthropic and OpenAI all show up as first-class line items in one dashboard. It's the tool finance teams reach for when they need one source of truth for infrastructure and AI spend.
Which AI providers does Vantage track?+
Vantage supports direct AI provider integrations including Anthropic, OpenAI, and the major frontier labs, as well as AI services billed through AWS (Bedrock), Azure (Azure OpenAI), and GCP (Vertex AI). The product roadmap continues to add providers as the AI procurement footprint expands.
How is Vantage different from Helicone or Langfuse?+
Vantage is the finance-facing view — invoices, allocations, budgets, alerts. Helicone is the engineering-facing gateway that enforces caps in the request path. Langfuse is the engineering-facing observability layer that traces what the model actually did. The three answer different questions: Vantage tells the CFO what AI cost last month, Helicone makes sure no one user can blow the budget today, Langfuse tells engineers which prompt drove the spike.
Does Vantage replace AWS Cost Explorer or Azure Cost Management?+
It complements them. Cost Explorer and Azure Cost Management are great for one cloud at a time. Vantage's value is the unified view across clouds plus the AI providers your finance team is now also paying — without writing a custom data pipeline to join them all yourself.
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