# Example use cases

> Familiar agent jobs, called as a Compiled Agent Model.

A Compiled Agent Model is for work you already run. The next input should be cheaper and faster than sending that same job to a frontier model. The API is in early access, a private preview. The model on every call is `workflow/auto`.

![Three lanes for support triage, data extraction, and tool-calling loops](/docs/figures/use-cases.svg)

## Support triage

The same kinds of tickets, sorted and tagged the same way, all day. Send the ticket and read back the queue, the tags, and the reply you would send.

The home page publishes one repeat figure for this job: about 0.5s and $0.00009 per repeat, versus about 10s and $0.012 for a frontier agent.

```python
response = client.chat.completions.create(
    model="workflow/auto",
    messages=[
        {
            "role": "user",
            "content": "Ticket: I was charged twice for order 1842. Which queue, and what should we tell the customer?",
        },
    ],
)
```

## Data extraction

A new invoice, form, or email, and the same fields. Ask for the vendor, the total, the date, or the other fields your system already stores.

```python
response = client.chat.completions.create(
    model="workflow/auto",
    messages=[
        {
            "role": "user",
            "content": "Invoice text follows. Return the vendor, the total, and the date.",
        },
    ],
)
```

## Agent tool-calling loops

The same tools, in the same kind of loop, with a new input. Your code still chooses which tool result to keep. The model name stays `workflow/auto`, and the base URL stays `https://api.inferenceindex.com/v1`.

## More jobs that fit

- Invoice reconciliation. The same match, with new vendors, amounts, and dates.
- Lead follow-up. New lead, same kind of first touch.
- Meeting notes. The same summary, next steps, and field updates.
- Inbox sorting and replies. A handful of request types with known answers.
- Weekly reporting. The same metrics, sources, and write-up.
- Onboarding new customers. The same accounts and welcome steps, a new name.
- Content repurposing. One post becomes the same set of follow-on posts.

## Related

- [Quickstart samples](/docs/quickstart)
- [Credits and billing](/docs/credits)