AI Catalog Generator for Bubble.io link www.vitriny.pro

Need help APIs
1

I need to build an AI-powered catalog generator inside my Bubble.io application.

The goal is to allow users to create complete product catalogs in seconds using Artificial Intelligence.

Workflow

The user opens a popup and enters products in the following format:



iPhone 15-65000
iPhone 14-33000
iPhone XR-15000

or



iPhone 15-65000, iPhone 14-33000, iPhone XR-15000

Each line (or comma-separated value) contains:

  • Product name
  • Price

The system should automatically detect each product.

Image Source Options

The user must choose one of two modes before generating.

Option 1 – AI Generated Images

Generate a completely unique product image using AI.

Requirements:

  • High-quality realistic image
  • White background
  • Similar to an e-commerce product photo
  • One image for each product

Option 2 – Real Product Photos

Instead of AI generation, automatically search for a real product photo using Google Images or another image search API.

Requirements:

  • Find the best matching product image
  • Download/store the image
  • Use it as the product image

AI Product Generation

For every detected product the AI should automatically generate:

  • Product title
  • Short description
  • Long description
  • Category
  • SEO keywords
  • Product tags
  • Image (according to selected mode)

Automatic Category Detection

The AI should determine the correct category automatically.

Example:

iPhone 15

↓

Category:

Phones

Samsung TV

↓

Category:

Televisions

Nike Air Force

↓

Category:

Shoes

Database Creation

After generation the system should automatically create Product records inside Bubble’s database.

Each Product should contain:

  • Name
  • Price
  • Description
  • Category
  • Image
  • Tags
  • SEO Keywords
  • Status
  • Created Date

No manual work should be required.

Progress Indicator

While generating, show progress such as:



Creating product 1 of 25...

Generating image...

Creating description...

Saving product...

After all products are completed:



Catalog created successfully.

Token System

Each generated product consumes one token.

Example:

20 products

↓

20 tokens

If the user does not have enough tokens, display:

You don’t have enough tokens to create these products. Please recharge your token balance.

Performance

The system should support generating:

  • 10 products
  • 50 products
  • 100 products
  • 500+ products

without blocking the UI.

Use backend workflows or scheduled API workflows in Bubble.

2

Use Data API with Bulk item creation endpoint.

However, it could be a good idea to also use Schedule Backend or even API connector with a call to your backend to send to send a custom payload if you have related DB. For example, if you also have a tags DB that need to be populated.

3

Is this a job posting?

4

Doable in Bubble @djdesigncreator , but a few things worth planning before you build.

Don’t parse the pasted text with Bubble’s text operators. Send the whole block to the AI and have it return structured data. Manual splitting breaks as soon as someone formats a line slightly differently. For 500 products you’ll want recursive backend workflows, not a loop on the page. Track progress on a batch record so the UI just reads two fields instead of polling.

Handle tokens at the batch level rather than per product, otherwise a user closing the tab mid run causes problems.

On Option 2, pulling from Google Images has both ToS and copyright issues. There are proper image search APIs for this, but it’s worth deciding early since it affects how you store and serve the images.

The Data API bulk endpoint works for the final insert as @Jici mentioned. Also, the AI generation still needs to run through backend workflows either way.

If you’re looking to hire someone for this, happy to help. Feel free to DM me.