> For clean Markdown of any page, append .md to the page URL.
> For a complete documentation index, see https://docs.ada.cx/llms.txt.
> For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.ada.cx/_mcp/server.

# Conversation object

A `conversation` object is created any time a new chatter engages with Ada, or a returning chatter starts a new conversation in accordance with your persistence settings in Ada. A conversation is a higher-order object that contains messages, which you can access via the [Messages endpoint](/data-export-message-object/get-messages).

## Attributes

| Attribute                                        | Description                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | Type            | v1.0 | v1.1 | v1.2 | v1.3 | v1.4 | v2 |
| :----------------------------------------------- | :--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :-------------- | :--- | :--- | :--- | :--- | :--- | :- |
| `_id`                                            | The unique ID of the conversation.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | String          | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `agent_handle_time`                              | The amount of time it took for a human agent to resolve the conversation, in seconds.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | String          |      |      |      |      | ✔    | ✔  |
| `agent_id`                                       | The list of unique IDs for agents involved in the conversation (for example, `619d95c0c063a5bf2b1efb7c`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      | Array           |      |      | ✔    | ✔    | ✔    | ✔  |
| `agent_name`                                     | A list of names of the agents involved the conversation, corresponding to the agent IDs.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       | Array           |      |      | ✔    | ✔    | ✔    | ✔  |
| `automated_resolution` `_classification`         | Classification of either Resolved or Not Resolved for the conversation.  Example: Resolved                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     | String          |      |      |      | ✔    | ✔    | ✔  |
| `automated_resolution`, `_classification_reason` | Explanation of the reason for the assigned `automated_resolution_classification`.  Example: The bot provided a detailed step-by-step guide on how to disable auto deposits, both on the mobile app and the web version.                                                                                                                                                                                                                                                                                                                                                                                                                        | String          |      |      |      | ✔    | ✔    | ✔  |
| `bot_handle_time`                                | The amount of time it took for the bot to resolve the conversation, in seconds.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                | String          |      |      |      |      | ✔    | ✔  |
| `browser`                                        | The type of browser the chatter was using (for example, `chrome`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | String          |      |      | ✔    | ✔    | ✔    | ✔  |
| `browser_version`                                | The specific version number of the chatter's browser.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          | String          |      |      | ✔    | ✔    | ✔    | ✔  |
| `changeset_id`                                   | The unique ID of the change set the conversation ran against (for example, `66f1a0c063a5bf2b1efb7c12`). Returns `baseline` when the conversation ran against your live AI Agent.                                                                                                                                                                                                                                                                                                                                                                                                                                                               | String          |      |      |      |      |      | ✔  |
| `chatter_id`                                     | The unique chatter ID.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | String          | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `classifications`                                | The Topic and Intent classifications for the conversation. Each entry includes a `topic_id`, `topic_name`, and a list of `intents` (each with `intent_id`, `intent_name`, and `status`). Returns an empty array when the conversation has no classifications.                                                                                                                                                                                                                                                                                                                                                                                  | Array           |      |      |      |      |      | ✔  |
| `csat`                                           | The CSAT score for the conversation. Note that only CSAT 2.0 data is available in the conversations endpoint.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  | JSON Dictionary | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `date_created`                                   | The timestamp indicating when the conversation was created.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | UTC Timestamp   | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `date_updated`                                   | The timestamp indicating when the conversation was last updated.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | UTC Timestamp   | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `device`                                         | The device type or operating system (for example, `macos`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    | String          |      |      | ✔    | ✔    | ✔    | ✔  |
| `end_user_id`                                    | The End User ID used to identify the chatter profile in the conversation (for example, `619d95c0c063a5bf2b1efb64e`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_id`                             | The unique ID Ada associated with the generated conversation topic (for example, `654952d3e90767ff49713fbf`).    This field uses an old version of Ada's conversation topics feature. It exists so you can still view data for conversations that happened before May 2024.                                                                                                                                                                                                                                                                                                                                                                    | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_label`                          | The title of the generated conversation topic (for example, `Billing Inquiries`).    This field uses an old version of Ada's conversation topics feature. It exists so you can still view data for conversations that happened before May 2024.                                                                                                                                                                                                                                                                                                                                                                                                | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_v2_desc`                        | The description of the generated conversation topic using Topics V2 (for example, `All conversations regarding resetting passwords`).    This field uses the current version of Ada's conversation topics feature, released in May 2024. It is empty for older conversations.                                                                                                                                                                                                                                                                                                                                                                  | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_v2_id`                          | The unique ID Ada associated with the generated conversation topic using Topics V2 (e.g., `654952d3e90767ff49713fb1`).    This field uses the current version of Ada's conversation topics feature, released in May 2024. It is empty for older conversations.                                                                                                                                                                                                                                                                                                                                                                                 | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_v2_parent_id`                   | The unique ID Ada associated with the generated conversation topic's parent category topic (for example, `654952d3e90767ff49713fb2`, or `null` if the topic has no parent category topic).    This field uses the current version of Ada's conversation topics feature, released in May 2024. It is empty for older conversations.                                                                                                                                                                                                                                                                                                             | String          |      |      |      |      | ✔    | ✔  |
| `generated_topic_v2_title`                       | The title of the generated conversation topic using Topics V2 (for example, `Password Reset Inquiries`).    This field uses the current version of Ada's conversation topics feature, released in May 2024. It is empty for older conversations.                                                                                                                                                                                                                                                                                                                                                                                               | String          |      |      |      |      | ✔    | ✔  |
| `inquiry_summary`                                | Automatically generated summary of the customer's inquiry (for example, `The customer wanted to know how to temporarily disable auto deposits`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | String          |      |      |      | ✔    | ✔    | ✔  |
| `is_engaged`                                     | Indicates whether the chatter sent at least one message to start the conversation after Ada served a greeting.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 | Boolean         | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `is_escalated`                                   | Indicates if the chatter was handed off to an integrated CX platform, an email ticket, or escalated to an agent.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | Boolean         | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `is_test_user`                                   | Whether or not the conversation involved a test user (indicated by `true` or `false`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         | Boolean         |      |      | ✔    | ✔    | ✔    | ✔  |
| `language`                                       | The language of the conversation, represented by a language code in [ISO 639-1 format](https://en.wikipedia.org/wiki/List_of_ISO_639-1_codes) (for example, `fr`).                                                                                                                                                                                                                                                                                                                                                                                                                                                                             | String          |      |      | ✔    | ✔    | ✔    | ✔  |
| `last_agent_id`                                  | The unique ID of the Agent who most recently handled the conversation (latest activity timestamp). Returns `null` when no Agent was assigned. Populated only for clients on the generative export path.                                                                                                                                                                                                                                                                                                                                                                                                                                        | String          |      |      |      |      |      | ✔  |
| `last_agent_name`                                | The name of the Agent who most recently handled the conversation, corresponding to `last_agent_id`. Returns `null` when no Agent was assigned. Populated only for clients on the generative export path.                                                                                                                                                                                                                                                                                                                                                                                                                                       | String          |      |      |      |      |      | ✔  |
| `metavariables`                                  | The metavariables stored by Ada.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               | JSON Dictionary | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `oauth_channel`                                  | If the client has been authenticated using OAuth 2.0, this field indicates the channel on which the authenticated conversation took place (for example, `chat` or `sms`).    <details closed>  <summary>*Values*</summary>  chat  email  http  messagingapi  messenger  sms  sunshine  sunshine\_android  sunshine\_api  sunshine\_apple  sunshine\_instagram  sunshine\_ios  sunshine\_line  sunshine\_messagebird  sunshine\_messenger  sunshine\_slack  sunshine\_slackconnect  sunshine\_switchboard  sunshine\_telegram  sunshine\_twilio  sunshine\_twitter  sunshine\_viber  sunshine\_web  sunshine\_whatsapp  test  voice  </details> | String          |      |      | ✔    | ✔    | ✔    | ✔  |
| `platform`                                       | The Ada platform on which this conversation occurred (for example, `chat`,  `sms`, `instagram`, or `twilio`).    <details closed>  <summary>*Values*</summary>  apple  chat  email  http  instagram  kik  line  messagingapi  messenger  smooch  sms  sunshine\_android  sunshine\_api  sunshine\_apple  sunshine\_instagram  sunshine\_ios  sunshine\_line  sunshine\_messagebird  sunshine\_messenger  sunshine\_slack  sunshine\_slackconnect  sunshine\_switchboard  sunshine\_telegram  sunshine\_twilio  sunshine\_twitter  sunshine\_viber  sunshine\_web  sunshine\_whatsapp  twilio  twitter  voice  web  whatsapp  </details>        | String          | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |
| `record_last_updated`                            | The timestamp indicating when the record was uploaded to the API.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              | UTC Timestamp   |      |      |      |      | ✔    | ✔  |
| `used_articles`                                  | A list of knowledge articles that were referenced during the conversation. Each entry includes the article `id`, `name`, `url`, and `source`. Returns an empty array when no articles were referenced.                                                                                                                                                                                                                                                                                                                                                                                                                                         | Array           |      |      |      |      |      | ✔  |
| `used_coaching`                                  | A list of Coaching events that were applied during the conversation. Each entry includes the coaching event `id`, `entity_name`, `coaching_type`, `coaching_instructions`, and `coaching_intent`. Returns an empty array when no Coaching was applied.                                                                                                                                                                                                                                                                                                                                                                                         | Array           |      |      |      |      |      | ✔  |
| `used_mcp`                                       | A list of MCP tools that were invoked during the conversation. Each entry includes the invocation event `id`, `tool_id`, `connection_id`, `connection_name`, `tool_name`, and `outcome_status`. `tool_id` is `null` for invocations recorded before that field was captured. Returns an empty array when no MCP tools were invoked.                                                                                                                                                                                                                                                                                                            | Array           |      |      |      |      |      | ✔  |
| `used_playbooks`                                 | A list of Playbooks that were invoked during the conversation. Each entry includes the playbook `id`, `name`, `playbook_execution_id`, and `outcome_status`. Returns an empty array when no Playbooks were invoked.                                                                                                                                                                                                                                                                                                                                                                                                                            | Array           |      |      |      |      |      | ✔  |
| `variables`                                      | The unique variable values for the conversation. The maximum length is 1000 characters in versions 1.2 and earlier.                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            | JSON Dictionary | ✔    | ✔    | ✔    | ✔    | ✔    | ✔  |

## Responses

Below are some examples of the data returned in a `conversation`. A conversation can be created, and then later updated, with values changing based on the latest message within it.

> **Note**
>
> Only CSAT v2 data is supported in responses from the Conversations endpoint.

### Get all conversations created within 1 week of `created_since` (v2)

`GET /api/v2/export/conversations?created_since=2024-03-16T17:59:28.201000&page_size=100`

```
{
    "data": [
        {
            "_id": "62322580b151ff975f1eb495",
            "agent_handle_time": null,
            "agent_id": [
                "60cb3ef9b72ebfacb39408da",
                "619d95c0c063a5bf2b1efb7c",
            ],
            "agent_name": [
                "Hanif J",
                "Abby L"
            ],
            "automated_resolution_classification": "Unclear",
            "automated_resolution_classification_reason": "The customer's intent was not clear in the conversation.",
            "bot_handle_time": 2.0,
            "browser": "chrome",
            "browser_version": "98.0.4758.102",
            "changeset_id": "66f1a0c063a5bf2b1efb7c12",
            "chatter_id": "6232257fb197d1ff65ea92fe",
            "classifications": [
                {
                    "topic_id": "654952d3e90767ff49713fb1",
                    "topic_name": "Billing",
                    "intents": [
                        {
                            "intent_id": "654952d3e90767ff49713fc2",
                            "intent_name": "Dispute a charge",
                            "status": "active"
                        }
                    ]
                }
            ],
            "csat": {
                "survey_type": "answer_flow",
                "score": 5,
                "style": "NUMERIC",
                "is_positive": true,
                "feedback": null,
                "resolved": null,
                "comment": null,
                "customer_effort_score": 4,
                "ces_max": 5,
                "net_promoter_score": 8
            },
            "date_created": "2022-03-16T17:59:28.201000+00:00",
            "date_updated": "2022-03-16T18:11:46.988000+00:00",
            "device": "macos",
            "end_user_id": null,
            "generated_topic_id": "6232257fb197d1ff65ea92fe",
            "generated_topic_label": "Customer Satisfaction Inquiry",
            "generated_topic_v2_id": null,
            "generated_topic_v2_title": null,
            "generated_topic_v2_desc": null,
            "generated_topic_v2_parent_id": null,
            "inquiry_summary": "The customer's inquiry is unclear as they only mentioned 'satisfaction'.",
            "is_engaged": true,
            "is_escalated": true,
            "is_test_user": false,
            "language": "en",
            "last_agent_id": "619d95c0c063a5bf2b1efb7c",
            "last_agent_name": "Abby L",
            "metavariables": {
                "browser": "chrome",
                "browser_version": "98.0.4758.102",
                "device": "macos",
                "followupresponseid": "6216a263c0c9f28ed7a16c1d",
                "introshown": "False",
                "ip_address": "184.146.191.63",
                "language": "en",
                "last_answer_id": "622bacf18d48fea09fe32fc8",
                "last_question_asked": "thanks!",
                "user_agent": "Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/98.0.4758.102 Safari/537.36"
            },
            "oauth_channel": "chat",
            "platform": "chat",
            "record_last_updated": null,
            "used_articles": [
                {
                    "id": "6a4187126913c06e47dfb904",
                    "name": "How to cancel a reservation in Mews Operations",
                    "url": "https://help.mews.com/s/article/cancel-a-reservation",
                    "source": "Mews · Help Center"
                }
            ],
            "used_coaching": [
                {
                    "id": "6612a0b9d8f4a1f3e2b7c8d9",
                    "entity_name": null,
                    "coaching_type": "reply",
                    "coaching_instructions": "First clarify the product in question.",
                    "coaching_intent": "Inquiries about our return policy."
                },
                {
                    "id": "69fb88bec1ef54f7798777eb",
                    "entity_name": "Missing Gift card",
                    "coaching_type": "playbook",
                    "coaching_instructions": null,
                    "coaching_intent": "Inquiries about the status of a missing gift card order."
                }
            ],
            "used_playbooks": [
                {
                    "id": "6a40534826c6f79b57fe1462",
                    "name": "Mews — Cancellation Intervention (#7421) v2",
                    "playbook_execution_id": "2c34f985-a3b8-4aee-b85a-b38fdf6925f5",
                    "outcome_status": "succeeded"
                }
            ],
            "used_mcp": [
                {
                    "id": "6c1a2c3d4e5f60718293a4b5",
                    "tool_id": "6a4f0c2e9b7d13a5c8e60419",
                    "connection_id": "6a4e1b3d8c9f02a4b7d51628",
                    "connection_name": "Mews Reservations",
                    "tool_name": "get_reservation",
                    "outcome_status": "succeeded"
                }
            ],
            "variables": {
                "my_custom_variable": "custom variable value"
            }
        }
    ],
    "meta": {
        "next_page_uri": "https://<bot-handle>.ada.support/api/v2/export/conversations?created_since=2024-03-15T14%3A01%3A01.563000%2B00%3A00&created_to=2024-09-22T00%3A00%3A00%2B00%3A00&page_size=100"
    }
}
```