# Agnes 2.5 Pro API Pricing

As of October 10, 2026, Agnes 2.5 Pro costs $0.45 per 1M input tokens and $0.90 per 1M output tokens on AIHubMix, with cache reads at $0.00378 per 1M tokens. It has a 1,000,000-token context window and returns up to 65,536 tokens per response.

- Page: https://models.litellm.ai/models/agnes-2.5-pro
- LiteLLM model name: `aihubmix/agnes-2.5-pro`
- Context window: 1,000,000 tokens
- Max output: 65,536 tokens
- Added to LiteLLM: September 16, 2026
- Prices updated: October 10, 2026

## Pricing by provider

Token prices in USD per 1M tokens.

| Provider | Model name | Input | Output | Cache read | Per image | Per second | Context |
|---|---|---|---|---|---|---|---|
| AIHubMix | `aihubmix/agnes-2.5-pro` | $0.45 | $0.90 | $0.00378 | – | – | 1M |

## Cost examples

1,000 requests with 2,000 input and 500 output tokens each:

- AIHubMix: $1.35

100 long-document requests with 100,000 input and 2,000 output tokens each:

- AIHubMix: $4.68

## Features

Supported: Image input, Reasoning, Prompt caching.

## Use it with LiteLLM

```python
from litellm import completion

response = completion(
    model="aihubmix/agnes-2.5-pro",
    messages=[{"role": "user", "content": "Hello!"}],
)
```

## FAQ

### How much does Agnes 2.5 Pro cost?

Agnes 2.5 Pro costs $0.45 per 1M input tokens and $0.90 per 1M output tokens on AIHubMix, with cache reads at $0.00378 per 1M tokens.

### What is the context window of Agnes 2.5 Pro?

Agnes 2.5 Pro has a 1,000,000-token context window and returns up to 65,536 tokens per response.

### Which providers offer Agnes 2.5 Pro?

Agnes 2.5 Pro is available from AIHubMix through LiteLLM, using the model name aihubmix/agnes-2.5-pro.

### How do I call Agnes 2.5 Pro with an OpenAI-compatible API?

Use the LiteLLM Python SDK with model="aihubmix/agnes-2.5-pro", or add the model to the LiteLLM proxy's config.yaml and send requests to /v1/chat/completions from any OpenAI client. LiteLLM tracks the cost of every request at the prices on this page.

### What features does Agnes 2.5 Pro support?

Agnes 2.5 Pro supports image input, reasoning and prompt caching.

### When did LiteLLM add Agnes 2.5 Pro?

Agnes 2.5 Pro was added to LiteLLM's model price file on September 16, 2026.

Source: LiteLLM model price file, https://github.com/BerriAI/litellm/blob/main/model_prices_and_context_window.json