> ## Documentation Index
> Fetch the complete documentation index at: https://narev.ai/docs/llms.txt
> Use this file to discover all available pages before exploring further.

# Getting started

> First steps with Chutes middleware for tracking AI costs.

## Installation

<CodeGroup>
  ```bash npm theme={null}
  npm install @ai-billing/chutes @ai-billing/core @ai-sdk/openai-compatible ai
  ```

  ```bash pnpm theme={null}
  pnpm add @ai-billing/chutes @ai-billing/core @ai-sdk/openai-compatible ai
  ```

  ```bash yarn theme={null}
  yarn add @ai-billing/chutes @ai-billing/core @ai-sdk/openai-compatible ai
  ```
</CodeGroup>

## Overview

The `@ai-billing/chutes` package provides middleware for tracking token usage and calculating costs when using Chutes models with the Vercel AI SDK.

It captures Chutes-specific metrics, such as `inputCacheReadTokens`, ensuring that Prompt Caching costs are accurately reflected.

## Usage

To use the middleware, wrap your Chutes model using `wrapLanguageModel` from the `ai` package and pass the `createChutesMiddleware`.

<Steps>
  <Step title="Initialize the Chutes provider">
    First, set up the Chutes provider using your API key.

    ```typescript theme={null}
    import { createOpenAICompatible } from '@ai-sdk/openai-compatible';

    const chutes = createOpenAICompatible({
      name: 'chutes',
      baseURL: 'https://llm.chutes.ai/v1',
      apiKey: process.env.CHUTES_API_KEY,
    });
    ```
  </Step>

  <Step title="Define model pricing">
    Set up a price resolver to define the costs for the models you'll be using. For Chutes, you can specify costs for both standard prompt/completion tokens and cached tokens (`inputCacheReadTokens`).

    ```typescript theme={null}
    import { createObjectPriceResolver } from '@ai-billing/core';

    const priceResolver = createObjectPriceResolver({
      'deepseek-ai/DeepSeek-V3-0324': {
        promptTokens: 0.27 / 1_000_000,
        completionTokens: 1.1 / 1_000_000,
        inputCacheReadTokens: 0.07 / 1_000_000,
      },
    });
    ```
  </Step>

  <Step title="Create the billing middleware">
    Initialize the Chutes billing middleware. You need to provide a destination (such as `consoleDestination`) where billing events will be sent, along with your `priceResolver`.

    ```typescript theme={null}
    import { createChutesMiddleware } from '@ai-billing/chutes';
    import { consoleDestination } from '@ai-billing/core';

    const billingMiddleware = createChutesMiddleware({
      destinations: [consoleDestination()],
      priceResolver: priceResolver,
    });
    ```
  </Step>

  <Step title="Wrap the model">
    Use `wrapLanguageModel` from the `ai` package to apply the billing middleware to your Chutes model.

    ```typescript theme={null}
    import { wrapLanguageModel } from 'ai';

    const wrappedModel = wrapLanguageModel({
      model: chutes('deepseek-ai/DeepSeek-V3-0324'),
      middleware: billingMiddleware,
    });
    ```
  </Step>

  <Step title="Use the wrapped model">
    Finally, use the wrapped model with AI SDK functions like `generateText` or `streamText`. The billing middleware will automatically track tokens, handle caching metrics, and calculate costs.

    ```typescript theme={null}
    import { generateText } from 'ai';

    const result = await generateText({
      model: wrappedModel,
      prompt: 'What is the capital of Sweden?',
    });
    ```
  </Step>
</Steps>