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Use Cases

Below are numerous uses cases that I continue to make videos about. You can join our YouTube channel

The bottom line is a CRS (Content Retreival System) becomes a hub of automation and a way to make the most of your companies data.

External Chat Widget

Example Widget

You can see the widget here

Just add the script and the css to your app (the index.html is just for example)

Then update the token in it or an environment variable and the url to match the server and token for that collection.

That is it chat away with your collection!

Watch more of it here

Chat Widget from

Chat Support Widget

Same as above but the focus in this video shows how the Chat widget can help with customer support!

Rag System


RAG system (Retrieval augmented generation system (RAG - an architectural approach that can improve the efficacy of large language model (LLM) applications

This means you can upload PDF files, PowerPoints, pull in web data and chat with it as collections with you and your team.

You ca see a video here of it working

Standards Checking and Comparison

Respond to documentation and marketing material updates by sending those updates to LaraLlama and getting feedback about which standard rules that it needs to do better at!

This is great to standardize Code, Docs, Marketing Reports and more.

Email Checking

Get emails (Support, Marketing) and then chat with those or better yet get a daily summary of the emails sent to you! here

You can see this video here on how to setup a Email Box Source, and setup an output of a Daily Report.

Email Reply

Get emails (Support, Marketing) and then uses your collection as an example of replies or "Your Company Voice" And then send a reply to the person

Google Sheet Sync

Add a Google sheet and start pulling in data hourly. New documents will be added and existing ones updated if there are any changes.

Web Hooks and Automation

Take webhooks from Github or other systems and review the updates then reply back to the system with comments like.

"You missed the best practice xzy when it comes to this update"

You can read the article here

And the video here

On Board New Staff

Upload your onboarding docs and then add the system to Slack or Teams to help someone chat with the info they need!

Statamic to LaraLlama on Content Update

This will work with any CMS really.

In Statamic we just need to add a listener app/Listeners/SendWebhookListener.php

and then in there do a simple bit of code:



namespace App\Listeners;

use Facades\App\Domains\WebhookClient\Client;
use Illuminate\Contracts\Queue\ShouldQueue;
use Illuminate\Queue\InteractsWithQueue;
use Illuminate\Support\Facades\Log;
use Statamic\Events\CollectionSaved;
use Statamic\Events\EntrySaved;

class SendWebhookListener
     * Create the event listener.
    public function __construct()

     * Handle the event.
    public function handle(EntrySaved $event): void
        Log::info("Sending webhook");
        Log::info("Done Sending webhook");

Ok now lets add a Client we can use in numerous places. app/Domains/WebhookClient/Client.php


namespace App\Domains\WebhookClient;

use Illuminate\Support\Facades\Http;
use Illuminate\Support\Facades\Log;

class Client

    public  function handle(array $data) : bool|\Exception {
        $token = env('WEBHOOK_TOKEN');
        if (is_null($token)) {
            throw new \Exception('Invalid token');

        $url = env("WEBHOOK_URL");

        if (empty($url)) {
            throw new \Exception('No webhook url');

        $response  = Http::withToken($token)
                'Content-Type' => 'application/json',
                'Accept' => 'application/json',
            ->post($url, [
            'id' => data_get($data, 'id'),
            'content' => $data,

        if ($response->failed()) {
            Log::error("Failed to post to webhook",
                    'status' => $response->status()
            throw new \Exception($response->json());

        Log::info("Posted to Webhook", $response->json());

        return true;

Ok now we can get the WEBHOOK_TOKEN and WEBHOOK_URL when we add the Source to LaraLlama.

Let's do that now.

Add a new Collection here

Then for the Source we will add WebSearch source see here

In our case we will add the "Webhook Source"

Then it will look like this

Notice too the prompt it just explains what you want from the JSON coming in. Maybe you do not know what the JSON is that is ok. We can talk more about other ways to get the data.

Ok once you save it it will give you the WEBHOOK_URL and WEBHOOK_TOKEN

  • 1 is the Token
  • 2 is the URL

Then you are set when you add a Page to the Statmic site or update it it will send a webhook over to your LaraLlama install.

Then in LaraLlama you can see the Document and the vectorized summarized data.

The big win here is you can send content from numerous sites here to do end of the month summary of articles as well as search and a sense of "voice" to marketing emials etc.

Coming Soon