Bring your
business to
ChatGPT.
A menu. A shop. A service worth knowing about. We’re building a simpler way to bring what you offer into ChatGPT, with MCP behind the scenes.
A guided workspace for independent businesses.
Starting with independent businesses and the customers they serve.

You know your business.
Let people ask.
“What’s on the menu?”
“Which one suits me?”
“How do I get started?”
Customers have questions before they place an order, make a booking or walk through your door. We want to make your approved information useful in that conversation.
You provide the details and decide what customers can do next. BFS organizes the information and prepares the connection. ChatGPT supplies the conversation and presentation.
Same business.
A new way to ask.
A menu to explore. A product to compare. A service to ask about. Three examples using fictional business information.
Start with what’s
already on your counter.
- 01
Bring what you have.
A menu, product list, service guide or business details. The plan starts with information you already keep.
- 02
Make it yours.
Review the details and choose useful next steps, like an ordering page, booking link or inquiry route.
- 03
Give it a connection.
BFS would host the MCP service and prepare the plugin connection. Public plugins still need OpenAI review.
- 04
Keep the door open.
Update your details as your business changes, and keep track of customer requests in your dashboard.
Upload. Review. Choose. Connect. The guided process we’re building.
More than a
wall of text.
A lamp catalog connected through MCP. Ask what matters, compare the options, then work out an estimate—all in the conversation.

Compare the options in chat.
ChatGPT used our sample catalog data to show two lamps and a native priority selector. Choosing lowest price recommends the $62 Aster lamp.
Our MCP service returns data and calculated results. ChatGPT creates the presentation.
Fictional catalog, shown in ChatGPT. Layouts vary by request. This sample compares products and calculates estimates; it does not place orders.
Open full-size captureChatGPT sample · Fictional products · Comparisons and estimates only
Your details.
Your decisions.
A connection we maintain.
Review your business information before publishing and choose the next steps you support. Update your details and manage customer requests in one place.
Explore the platform- 01
You bring the business
Your menu, products, services, policies and approved next steps.
- 02
BFS prepares the connection
A guided workspace, hosted MCP service and a dashboard for customer requests. Public ChatGPT distribution is a separate step.
- 03
ChatGPT brings the conversation
Customers ask questions, compare options and follow supported next steps. Presentation can vary.
Good questions.
Plain answers.
What we’re building and how the connection to ChatGPT works.
Can I sign up today?
Not yet. Bread Factory is in development, and the app isn’t open to the public. This site shows what we’re building.
Will ChatGPT automatically recommend my business?
We can’t promise that. An MCP connection makes information available to a connected assistant; it does not guarantee recommendations, search placement or new customers. Public plugin publication also requires OpenAI approval.
Can customers order or make a booking?
The first planned actions would guide customers to your existing ordering, booking or inquiry pages. Live stock, confirmed bookings and completed payments need an actual connection to the system that handles them.
What do you mean by intelligent UI?
ChatGPT can turn tool results into a useful presentation, such as comparisons and interactive controls. The sample catalog below shows comparisons and an estimate. ChatGPT chooses the presentation around the question and information returned.
Would I need a developer?
We’re designing guided setup for business details, reviewing information and choosing supported next steps. We’re testing that process while the app is in development.
For the businesses
around us.
We’re building a practical way for independent businesses to take part in the next conversation.