Finance

Understand The Margin Impact of AI Features

Cloptima helps finance teams see model cost by customer, workflow, product area, and infrastructure owner.

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app.cloptima.ai/llm/unit-economics
Unit economics
Model spend mapped to business outcomes
Illustrative
Cost / resolved ticket
$0.18
9% lower
Cost / answer
$0.004
Cost / workflow run
$0.21
3% higher
Cost per customer (top accounts)
Acme Corp$612.40
Globex$431.85
Initech$276.12

Margin visibility for AI features

AI features can change gross margin quickly, especially when model usage grows faster than revenue or product teams cannot explain cost drivers.

Model costs in business terms

Combine model spend, credits, discounts, cloud cost context, and business dimensions into margin-oriented reports.

Measure the unit that matters

Start with cost per customer, workspace, or workflow. Review expensive outliers, then work with engineering on model, prompt, and routing changes.

FAQ

Questions teams ask

Put your first governed call through in five minutes

Point your SDK at the gateway, bind a policy, and watch the first call land on the ledger.

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