From Chat to Execution

How Bellaire Automates Real Work for Real Businesses

By now, you’ve probably explored how to customize conversations with large language models like ChatGPT. Maybe you’ve even uploaded documents to help the model understand your business and provide more relevant responses.

But what if you need more than just a helpful chat?
What if you want your AI to follow precise instructions, pull from a specific file, and kick off a predefined workflow — all based on a simple conversation?

Let’s take an example from Bivouac Coffee in Evergreen, Colorado. They wanted to automate their wholesale coffee order process, but with structure:
- Pull order details from a live chat
- Reference exact pricing and SKU lists from a Google Sheet
- Follow a specific workflow: validate, log, notify, and confirm

With Bellaire, they built an agent that does exactly that — no scripting, no consultants. Just a conversation that triggers structured, accurate fulfillment.


Step 1

Step-by-step control:

Tell the Agent exactly what questions to ask, how to ask them, and what to do when something unexpected comes up.
Step 2
Next, we need to give the agent access to product information.

We’ll upload a document called CoffeeTypes.txt, which contains all available offerings. The agent will reference this file to assist the user during the ordering process.
Step 3
Finally, once the conversation is complete, it’s time to get to work.

Now we define which tools the Agent should use to take action. Bellaire Agents can trigger hundreds of tools — including integrations, APIs, and internal workflows.

In this case, we’ll tell the Agent to run the Coffee Order Summarizer workflow to process and route the collected order information.
Step 4
Now the magic happens.
It might look complex, but it’s actually pretty straightforward.

As the user provides information during the chat — name, email, order details, etc. — the Agent takes action behind the scenes, routing that data to the right places:

Google Sheet: to log the order for internal fulfillment.
Email Generation: to create and send a summary to the customer.
Inventory System: to update stock levels.
CRM: to track customer history and interactions.
Automated Follow-Up: to schedule a reminder email 45 days later for reordering.

With Bellaire, a single conversation powers an entire workflow — no manual steps, no dropped details.

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