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  4. Stop AI Token Overspend: Prepaid Credits Are Now Live in Kong Konnect
[Metering & Billing](/blog/tag/metering--billing)Metering & Billing
July 1, 2026
4 min read

# Stop AI Token Overspend: Prepaid Credits Are Now Live in Kong Konnect

Haley Giuliano
Sr. PMM - Insomnia, Kong
Dan Temkin
Senior Technical Product Marketing Manager, Kong

AI moves fast: new models, new pricing, new capabilities, sometimes all at once. Prepaid credits let customers buy value upfront and spend it across whatever you're offering today or launch next, without needing to reprice, remigrate, or renegotiate every time something changes.

Prepaid credits are now available in Kong Konnect Metering & Billing. It’s a major piece of the AI cost control and monetization puzzle, and changes how organizations can structure financial risk around usage-based products. 

***Available now: ****Explore the *[_*docs*_](https://developer.konghq.com/metering-and-billing/)_*docs*_* or view *[_*Konnect pricing to get started*_](https://konghq.com/pricing)_*Konnect pricing to get started*_.

## Tokens vs. credits: What’s the difference?

Before we jump into prepaid credits, let’s review the basics. The two terms, tokens and credits, sometimes get used interchangeably in the space, so it’s worth untangling. 

  • - A **token** is a unit of data for large language models that can be either consumed or generated. Check out this Kong blog that dives further into [_token-based AI management_](https://konghq.com/blog/engineering/token-rate-limiting-and-tiered-access-for-ai-usage)_token-based AI management_.
  • - A **credit** is a unit of value, so what your customer is actually spending against. It’s something you define, and it’s something that stays stable even when the cost of the tokens fluctuates based on the model of choice. 

Tokens are what you meter, credits are what you monetize, and the gap between what you pay your model provider and what you charge your customers is exactly where your margin lives.

## Why prepaid credits can control consumption costs

AI companies built on top of hosted models face the same reality of when a customer or internal team burns tokens… there is a real bill on the other side that the financial team now has to settle. You’re paying OpenAI, Anthropic, or another provider, per token, in real time. 

Post-pay billing is fine when consumption is predictable, but that’s not always the case with AI related charges. Usage can spike overnight. An agentic workflow can run away before someone notices. The latest model drops, customers run to test it, and suddenly your finance team is swimming in the bill. If you’ve ever had to explain those numbers to your CFO, you already know the problem, and if you haven’t yet but plan to, check out our guide on [*How to Talk to Your CFO About AI Gateway Metrics Without Losing Them in the First Slide*](https://konghq.com/blog/enterprise/cfo-guide-ai-gateway-metrics)*How to Talk to Your CFO About AI Gateway Metrics Without Losing Them in the First Slide**.*

Prepaid credits help with these runaway bills. Instead of waiting to see what a customer owes you, you receive funds upfront and customers draw down against a balance. You’re financially protected when the consumption starts. And because new AI models ship constantly, a credit balance gives customers the flexibility to apply their existing value across whatever model or capability they’re using next, without requiring a price migration every few weeks. 

## How Konnect Metering and Billing prepaid credits works

Prepaid credits in Kong Konnect Metering and Billing works like a balance assigned to each customer, drawing down as they use your product.

**Here’s what you can do with it today:**

Not all credits are the same. Each customer wallet is tied to a specific fiat currency, ensuring all credit grants within it share the same denomination. When creating a credit grant, you choose how that credit is funded and stored in the customer's wallet:

  1. - Promotional: Free credits you issue to customers. Promotional credits are perfect for onboarding incentives, trial periods, or rewarding a long-term customer. These are granted at no charge and are designed to be consumed from the wallet first.
  2. - Invoiced: Credits that generate an invoice immediately when granted. The customer is charged upfront, the balance lands in the customer's wallet, and they spend down what they’ve already bought. 
  3. - Externally settled: For organizations running their own payment infrastructure. You manage the payment on your side and sync the settlement status back into Kong Konnect, either when the payment is authorized or when it fully clears. The resulting balance is then available in the customer’s wallet.

### How usage is charged

When creating a plan or starting a subscription, you choose how usage gets settled, or how consumption gets converted into a charge. Billing plans are also configured for a specific fiat currency, meaning a subscription will only draw from a customer's wallet if the currencies match.

  • - Credits only: All consumption draws down from the customer’s wallet balance. When the balance hits zero, you can either block the usage automatically or allow it to go negative.
  • - Invoice overage: Consumption draws from credits first, then overflows to standard invoice billing once the balance is exhausted. 

### Multiple credit types? Which gets used first?

With drawdown priority, a single customer can hold multiple credit grants simultaneously. Konnect handles the drawdown order automatically in order of promotional and then earliest expiration. You can also assign a number priority to the credit grants, giving you more control over the drawdown order when multiple grants exist.

## Why prepaid credits are your first line of defense against runaway AI spend

The financial logic behind Konnect Metering and Billing pre-paid credits is straightforward. If a customer prepays, you’ve already received payment prior to consumption. Even if usage spikes unexpectedly, you’re not floating the bill, but drawing down against money you already have.

On pricing, credits decouple what a customer paid from what they're consuming today, so when a new model ships or token costs shift, their balance applies automatically, with no plan migration and no legacy rate card to maintain. 

At the growth layer, promotional credits turn onboarding incentives, loyalty rewards, and spend-based campaigns into configuration, not engineering work.

## Wrap up

If your organization is building AI products, running AI agents, or operating any platform where usage and cost are directly coupled, the question is no longer whether you need a metering and billing foundation, it's how quickly you can get one in place.

 If you're ready to stop floating receivables and start collecting before consumption, [_get started with Konnect Metering & Billing_](https://konghq.com/products/kong-konnect/features/usage-based-metering-and-billing)_get started with Konnect Metering & Billing_ or [_talk to our team._](https://konghq.com/contact-sales)_talk to our team._

- [Metering & Billing](/blog/tag/metering--billing)Metering & Billing- [Kong Konnect](/blog/tag/kong-konnect)Kong Konnect- [AI Monetization](/blog/tag/ai-monetization)AI Monetization- [API Monetization](/blog/tag/api-monetization)API Monetization

## More on this topic

_Videos_

## Usage‑Based API & AI Monetization with Konnect

_Videos_

## Building the Connectivity Layer for Agentic AI

## See Kong in action

Accelerate deployments, reduce vulnerabilities, and gain real-time visibility. 

[Get a Demo](/contact-sales)Get a Demo
**Topics**
- [Metering & Billing](/blog/tag/metering--billing)Metering & Billing- [Kong Konnect](/blog/tag/kong-konnect)Kong Konnect- [AI Monetization](/blog/tag/ai-monetization)AI Monetization- [API Monetization](/blog/tag/api-monetization)API Monetization
Haley Giuliano
Sr. PMM - Insomnia, Kong
Dan Temkin
Senior Technical Product Marketing Manager, Kong

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