> For the complete documentation index, see [llms.txt](https://docs.umbraco.com/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.umbraco.com/ai-in-umbraco/17.latest/management-api/chat/complete.md).

# Complete

Get a complete (non-streaming) chat response from an AI model.

## Endpoints

| Method | Endpoint                                                         | Description              |
| ------ | ---------------------------------------------------------------- | ------------------------ |
| POST   | `/umbraco/ai/management/api/v1/chat/complete`                    | Use default chat profile |
| POST   | `/umbraco/ai/management/api/v1/chat/{profileIdOrAlias}/complete` | Use specific profile     |

## Request

### Headers

| Header       | Value              |
| ------------ | ------------------ |
| Content-Type | `application/json` |

### Body

{% code title="Request Body" %}

```json
{
    "messages": [
        {
            "role": "user",
            "content": "What is Umbraco CMS?"
        }
    ]
}
```

{% endcode %}

### With Conversation History

{% code title="Multi-turn Request" %}

```json
{
    "messages": [
        {
            "role": "system",
            "content": "You are a helpful assistant that explains technical concepts simply."
        },
        {
            "role": "user",
            "content": "What is a CMS?"
        },
        {
            "role": "assistant",
            "content": "A CMS (Content Management System) is software that helps you create, manage, and modify content on a website without needing to write code directly."
        },
        {
            "role": "user",
            "content": "Can you give me an example?"
        }
    ]
}
```

{% endcode %}

## Response

### Success (200 OK)

{% code title="Response" %}

```json
{
    "message": {
        "role": "assistant",
        "content": "Umbraco is an open-source content management system (CMS) built on Microsoft .NET. It's known for its flexibility, allowing developers to build custom solutions while providing content editors with an intuitive interface for managing website content."
    },
    "finishReason": "stop",
    "usage": {
        "inputTokens": 12,
        "outputTokens": 48,
        "totalTokens": 60
    }
}
```

{% endcode %}

### Response Properties

| Property             | Type   | Description                                      |
| -------------------- | ------ | ------------------------------------------------ |
| `message.role`       | string | Always "assistant"                               |
| `message.content`    | string | The AI's response text                           |
| `finishReason`       | string | Why the response ended (stop, length, and so on) |
| `usage.inputTokens`  | int    | Tokens in the request                            |
| `usage.outputTokens` | int    | Tokens in the response                           |
| `usage.totalTokens`  | int    | Total tokens used                                |

### Finish Reasons

| Reason          | Description          |
| --------------- | -------------------- |
| `stop`          | Natural completion   |
| `length`        | Max tokens reached   |
| `contentFilter` | Content was filtered |

## Errors

### 400 Bad Request

Invalid request format:

{% code title="Response" %}

```json
{
    "type": "https://tools.ietf.org/html/rfc7231#section-6.5.1",
    "title": "Bad Request",
    "status": 400,
    "detail": "Messages cannot be empty"
}
```

{% endcode %}

### 404 Not Found

Profile not found:

{% code title="Response" %}

```json
{
    "type": "https://tools.ietf.org/html/rfc7231#section-6.5.4",
    "title": "Not Found",
    "status": 404,
    "detail": "Profile 'non-existent' not found"
}
```

{% endcode %}

## Examples

### cURL - Default Profile

{% code title="cURL" %}

```bash
curl -X POST "https://your-site.com/umbraco/ai/management/api/v1/chat/complete" \
  -H "Content-Type: application/json" \
  -d '{
    "messages": [
      {"role": "user", "content": "Hello!"}
    ]
  }'
```

{% endcode %}

### cURL - Specific Profile

{% code title="cURL with Profile" %}

```bash
curl -X POST "https://your-site.com/umbraco/ai/management/api/v1/chat/content-assistant/complete" \
  -H "Content-Type: application/json" \
  -d '{
    "messages": [
      {"role": "user", "content": "Write a tagline for a coffee shop."}
    ]
  }'
```

{% endcode %}

### JavaScript (Fetch)

{% code title="JavaScript" %}

```javascript
const response = await fetch("/umbraco/ai/management/api/v1/chat/complete", {
    method: "POST",
    headers: {
        "Content-Type": "application/json",
    },
    credentials: "include",
    body: JSON.stringify({
        messages: [{ role: "user", content: "What is Umbraco?" }],
    }),
});

const data = await response.json();
console.log(data.message.content);
```

{% endcode %}

### C# (HttpClient)

{% code title="C#" %}

```csharp
var request = new
{
    messages = new[]
    {
        new { role = "user", content = "What is Umbraco?" }
    }
};

var response = await httpClient.PostAsJsonAsync(
    "/umbraco/ai/management/api/v1/chat/complete",
    request);

var result = await response.Content.ReadFromJsonAsync<ChatResponse>();
Console.WriteLine(result.Message.Content);
```

{% endcode %}


---

# Agent Instructions
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## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter, and the optional `goal` query parameter:

```
GET https://docs.umbraco.com/ai-in-umbraco/17.latest/management-api/chat/complete.md?ask=<question>&goal=<endgoal>
```

`ask` is the immediate question: it should be specific, self-contained, and written in natural language.
`goal` is optional and describes the broader end goal you are ultimately trying to accomplish on behalf of the user. GitBook uses it to tailor the answer towards what is most useful for that goal.

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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
