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AI products often combine predictable subscriptions with variable consumption. Customers may pay for seats, token usage, model calls, generated images, agent runs, data processing, or prepaid credit packs. Hyperline helps you turn those signals into billable products without building a separate billing system for AI usage. Use this page as an entry point when you are designing how to price, package, and bill AI consumption.

Common AI monetization use cases

Use caseExampleHyperline capabilities to use
Token or model usageCharge based on tokens consumed by each model tierUsage events, aggregators, and usage-based products
Prepaid AI creditsSell 10,000 credits that customers can spend across models, agents, or generationsCredit products with weighted aggregators
Included allowance and overagesInclude 1M tokens in a monthly plan, then bill additional usageUsage-based billing and subscriptions
Enterprise budget controlLet customers prepay a balance, consume it over time, and top up when neededCredits, wallets, and customer portal
AI add-onsAdd premium models, extra automation runs, or advanced features on top of a base subscriptionProducts and prices, subscriptions, and usage-based products
Customer-facing consumption visibilityShow customers how usage or credit balances evolve over timeCustomer usage, credits, and customer portal

Choose a billing model

Usage-based billing

Usage-based billing works well when customers should pay for exactly what they consume during a billing period. Hyperline receives usage events, converts them into billable metrics with aggregators, and applies the price configured in your product catalog. Use it for token volume, API calls, workflow runs, image generations, storage, compute time, or any metric that should appear on the next invoice. Start with:

Prepaid credits

Credits work well when customers should buy a package upfront and spend it flexibly across multiple AI actions. One credit balance can be consumed by several aggregators, each with its own weight. For example, one lightweight model call can consume 1 credit, a premium model call can consume 5 credits, and an image generation can consume 10 credits from the same balance. This lets customers understand a single balance while your pricing still reflects different underlying costs. Start with:

Subscriptions with allowances and overages

Many AI products use a hybrid model: a recurring subscription gives access to the product and includes a usage allowance, while overages are billed separately. This is useful when customers want predictable pricing, but your costs still depend on consumption. Use this model when you want to package AI usage into tiers such as Starter, Scale, and Enterprise, while still charging for heavy usage beyond the included allowance. Start with:

Wallets and customer balances

Wallets are useful when you want to manage a monetary balance for a customer. Credits are usually better for productized AI consumption units, while wallets are useful for prepaid cash balances, manual adjustments, or commercial credits that should offset future invoices. Start with:

Suggested setup path

  1. Define the unit you want to monetize: tokens, requests, agent runs, documents processed, generated assets, or another AI-specific metric.
  2. Send usage events to Hyperline, or use a data connector if your usage data already lives in another system.
  3. Create aggregators that transform raw events into the billable metrics you want to price.
  4. Choose the commercial model: usage-based billing, prepaid credits, subscription allowances, wallet balance, or a mix of those models.
  5. Add the products to subscriptions, quotes, or self-serve flows so customers can buy and renew them.
  6. Use customer usage, credit balances, invoices, and the customer portal to make consumption visible to your team and your customers.
For most AI platforms, start with usage events and aggregators. They are the foundation for both usage-based billing and credit consumption.

Usage-based billing

Connect usage data and configure billable usage metrics.

Credits

Sell prepaid credit packs and deduct usage from customer balances.

AI credit guide

Follow a complete example for credit-based billing on an AI platform.

Customer portal

Let customers view balances, invoices, and payment information.