Union (3) FinOps for AI

Tokens are the new unit of cloud cost

Not all tokens are equal, and they're coming from everywhere. Finout puts them into context so you can measure AI ROI, not just AI spend

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AI

AI cost overview — all providers

Total AI spend

$847K $847K

Fully attributed

Proven ROI

3.2× 3.2×

Cost-to-value ratio

AI cost allocation

90% 90%

This quarter

CFO-ready

100% 100%

Allocation coverage

Trusted by teams managing millions of AI spend

New message from CFO
"Can someone explain why our AI spend went up 340% in Q3? What are we getting for it?" 😤

Plug in. See costs. Done.

One-click integrations across every major AI provider.

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Don't see your stack? We're adding new integrations constantly.

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Inference Cost Tracking

Know what every model costs, and why

As AI usage scales from experiments to production, inference costs become your fastest-growing line item. Finout gives you per-model, per-team visibility so you scale innovation, not waste.

  • Attribute spend to products and teams - tie cost to 
business value

  • Anomaly alerts before a spike becomes a 
board-level conversation

Inference Cost Tracking

Take control over eng AI tools

Every engineer got a copilot.
Now prove it's worth it

The CFO wants ROI. The VP Engineering wants budget. Finout gives both of them the data: cost per developer, tool utilization rates, and a framework to connect AI tool spend to developer productivity metrics.

  • Per-seat utilization- know who's using what

  • Map tool costs to team productivity and output

  • Eliminate ghost seats and tool overlap instantly
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Scale Agents efficiently

Ship agents to production.
Keep finance on your side

Agents are your next growth lever, but unchecked, they're your next budget crisis. Finout gives you per-run economics so you can scale agents with C-level confidence.

  • Cost-per-run by agent, team, and invocation

  • Per-agent unit economics — know the cost of every workflow
  • Full attribution — every agent dollar has an owner
Scale Agents efficiently

BUILD YOUR OWN

Build with the Finout MCP server

The gateway to custom automation. The Finout MCP Server lets you plug the MegaBill data layer directly into your custom agents, internal knowledge bases, and developer IDEs. Build tailored workflows that combine Finout intelligence with your unique business data — and automate FinOps everywhere you work.
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“An agent that can only answer questions is a search box with AI lipstick. An agent that can take
action needs a platform underneath it that actually understands your business.”

AI Governance

Set the rules once.
Every AI feature follows.

AI Governance is how FinOps teams control AI behavior in Finout. Through Account Instructions, FinOps teams define what AI knows about their business — so answers are always consistent, always relevant, always yours. Every Finout AI feature follows the same rules.

AI Governance
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Fully automated
Cost allocation.
This is FinOps in 2026.

Stop organizing your business around the limitations of tags-
Let AI Virtual Tags keep your allocation model in sync with reality as you grow.

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© Finout 2026. All Rights Reserved. Privacy Policy Terms of Use

© Finout 2026. All Rights Reserved. Privacy Policy Terms of Use