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Question generation flow

Using the Examplary AI question generation flow, you can let users of your application use AI to generate a single question on a specific subject or a set of source materials.

1. Create an Examplary user for your user​

To make sure we can save personal preferences and source materials uploaded by the user to their specific account, and can later allow them to reference these personal details, we require creating a user account in your workspace for each of your users.

POST /users
{
  "email": "my-user@example.com",
  "name": "My User"
}

Store the returned user ID in your system to use with any future embed sessions for that user.

2. Create an embed session​

Call the Examplary API to create a new embed session. You can configure presets for the question, as well as theme options.

The actor field should contain the ID of the Examplary user account you created for this customer.

In the presets, you can also specify the outputFormat for the generated question. View the full set of presets here: Presets.

You can either specify a returnUrl or an allowedOrigin, based on how you want to be notified when generation is completed.

POST /embed-sessions
{
  "flow": "generate-question",
  "actor": "user_423r9j3r0jeddJA...",
  "presets": {
    "subject": "Mathematics"
  },
  "theme": {
    "primaryColor": "#4f46e5",
    "locale": "en"
  },
  "metadata": {
    "myUniqueIdentifier": "abc1234"
  },
  "returnUrl": "https://app.example.com",
  "allowedOrigin": "https://app.example.com"
}

This returns a response that looks like this:

{
  "id": "embed_session_55S843D7HfNfs9RY48PoTprXnRcz2Vw8Crst64UYrBnz...",
  "status": "pending",
  "embedUrl": "https://app.examplary.ai/embeds/55S843D7HfNf...",
  "flow": "generate-question",
  "actor": "user_423r9j3r0jeddJA...",
  "enabledResponseModes": ["return_url", "post_message"],
  "createdAt": "2025-12-09T16:52:52.120Z",
  "expiresAt": "2025-12-16T16:52:52.120Z",
  "presets": {
    "subject": "Mathematics"
  },
  "outputs": {},
  "theme": {
    "primaryColor": "#4f46e5",
    "locale": "en"
  },
  "metadata": {
    "myUniqueIdentifier": "abc1234"
  }
}

3. Lead the user to the embed URL​

You can either redirect the user directly to the URL, or display it in an iframe.

The latter might be better for the user experience, especially when displayed as a modal. This also allows you to listen to status updates in real time, through the postMessage() API.

const embedUrl = "https://app.examplary.ai/embeds/55S843D7HfNf...";

iframe.src = embedUrl;

window.addEventListener("message", (event) => {
  // Make sure the message is coming from a trusted origin
  if (event.origin !== new URL(embedUrl).origin) return;

  // Handle the message
  const { type, status, outputs } = event.data;
  if (type === "examplary:embed-status-update") {
    if (status === "completed") {
      const question = outputs.question;
      console.log("Question generation completed! Question:", question);
    } else if (status === "cancelled") {
      console.log("Question generation was cancelled by the user.");
    }
  }
});

If you're using redirects, you can expect a redirect to your specified returnUrl with one of two query string parameters values:

  • On success: ?status=completed&question=...
  • On failure: ?status=cancelled

If neither of these options work for you, you may also poll the Examplary API for status updates:

GET /embed-sessions/{id}
{
  "id": "embed_session_55S843D7HfNfs9RY48PoTprXnRcz2...",
  "flow": "generate-question",
  "status": "completed",
  "outputs": {
    "question": {
      // ...
    }
  }
  // ...
}

4. Cleanup​

The embed session will expire automatically after 7 days, but because it gives some limited access to your account, you might want to remove it manually:

DELETE /embed-sessions/{embedSessionId}