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Scenario Studio

Describe your real usage — seats, requests, prompt size, caching, retries, a fallback model, gateway fees, tax — and get the monthly API bill, broken down line by line and compared to a flat subscription. Save scenarios locally and share them by link.

10
200
22
Per request
12,000
3,000
Models
Prompt caching
Adjustments
1.10×

Extra tokens from retries / re-runs

0%

Async/batch API price cut, if applicable

$0/mo

Fixed monthly proxy / gateway subscription, on top of the % markup

Compare to a subscription
Estimated monthly API cost
$3,920
/ month
$392/seat · $0.089/request · 44,000 req/mo
Cost componentMonthly
Base API cost$3,564
Retries (+10%)+$356
Total$3,920
Order of operations: cache-aware base → retries → batch discount → gateway fee → tax. 30-day-equivalent month from your days/seat inputs. Estimates from published per-token rates; real spend varies with prefix stability and traffic mix.

How the estimate is built

The base cost blends your primary and (optional) fallback model by traffic share, applying prompt-cache rates when enabled. Then adjustments stack in order: retries inflate the token bill, a batch discount cuts it, a gateway fee is added on the subtotal, and tax is applied last. The result is a per-month, per-seat, and per-request figure.

The subscription comparison reuses the same usage-runway model as the plans tool: a plan's published caps are directional (premium-request pools, rate windows), so treat the API-vs-plan gap as a budgeting guide, not a contract. Scenarios are stored only in your browser; a shared link encodes the whole scenario in the URL.

Plan AI and cloud spend before it lands.

Open the pricing index, then use the calculators to model your real workload.

For Engineering

Model costs by token, understand the economics of feature complexity.

For Finance

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For Product

Compare models, simulate scenarios, monitor pricing changes in real time.

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Catalog: 137 providers · 4,993 models · updated Jun 1, 2026

Prices via models.dev and custom scrapers · model quality benchmarks via Artificial Analysis

Disclaimer: All information provided is for reference purposes only. Actual costs may vary based on usage patterns and provider terms. Always monitor your own token consumption and billing dashboard to track real expenses.

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Built on public pricing data and browser-side calculators. Figures are directional.