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

# Estimate request cost before calling a model

> Estimate CometAPI request cost before a model call by combining model directory pricing with input size, output limits, or task count.

Estimate cost before a model call by combining the model directory price with the units that the endpoint bills: tokens, images, audio length, or video tasks. Treat the estimate as a budget guard, then use actual usage and billing records after the request completes.

## Estimate token-based calls

The following Python example estimates token-based request cost from configured pricing values:

```python theme={null}
import math
import os

prompt = "Write a short product description for CometAPI."
max_output_tokens = 200

input_price_per_1m = float(os.environ["MODEL_INPUT_PRICE_PER_1M"])
output_price_per_1m = float(os.environ["MODEL_OUTPUT_PRICE_PER_1M"])

estimated_input_tokens = math.ceil(len(prompt) / 4)

estimated_cost = (
    estimated_input_tokens * input_price_per_1m
    + max_output_tokens * output_price_per_1m
) / 1_000_000

print(f"Estimated maximum cost: ${estimated_cost:.6f}")
```

The result is a pre-call estimate:

```text theme={null}
Estimated maximum cost: $0.000123
```

## Set a maximum output budget

The following request caps generated output so the estimate has an upper bound:

```bash theme={null}
curl https://api.cometapi.com/v1/chat/completions \
  -H "Authorization: Bearer $COMETAPI_KEY" \
  -H "Content-Type: application/json" \
  -d '{
    "model": "your-model-id",
    "messages": [
      {
        "role": "user",
        "content": "Write a short product description for CometAPI."
      }
    ],
    "max_completion_tokens": 200
  }'
```

The response includes actual usage after the model call:

```json theme={null}
{
  "usage": {
    "prompt_tokens": 10,
    "completion_tokens": 42,
    "total_tokens": 52
  }
}
```

## Estimate task-based calls

The following JavaScript example estimates a task-based workflow such as image or video generation:

```javascript theme={null}
const taskCount = 3;
const pricePerTask = Number(process.env.MODEL_PRICE_PER_TASK);

const estimatedCost = taskCount * pricePerTask;

console.log(`Estimated maximum cost: $${estimatedCost.toFixed(4)}`);
```

The result is the task budget:

```text theme={null}
Estimated maximum cost: $0.4500
```

## Common errors

| Error                              | Fix                                                                                                 |
| ---------------------------------- | --------------------------------------------------------------------------------------------------- |
| Using a price from the wrong model | Copy pricing from the same model ID in the model directory.                                         |
| Ignoring output tokens             | Set `max_completion_tokens` or the endpoint-specific output limit.                                  |
| Treating estimates as invoices     | Compare estimates with actual usage after the call.                                                 |
| Missing task multipliers           | For image, audio, and video, check whether billing is per task, per second, or per generated asset. |

## Related links

* [Pricing](https://www.cometapi.com/pricing/)
* [Model directory](https://www.cometapi.com/models/)
* [Models page](/overview/models)
* [About Pricing](/pricing/about-pricing)
* [CometAPI quickstart](/overview/quick-start)

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