FAVORIT: marketplace card SaaS

About the client

FAVORIT is a SaaS for marketplace product card generation. After stage 1 (Telegram bot) we built a full web service: premium design, realtime generation, info-card and model modes.

The challenge we started with

Move from a Telegram bot to a full web service
Show generation in real time, not a "magic black box"
A premium UI for a commercial product, not a prototype screen
Modes: an info card from a packshot and "model" as a real photoshoot

A full web service, not a bot

Version 2 is a standalone web product with a premium interface. Not a Telegram chat: working screens, generation scenarios, result control. Stage 1 (bot): /cases/product-card-generator

Realtime generation

The first video shows how generation runs right now in the service and what the output looks like. Not a "here is a picture" slide, but a live process.

Premium service design

The second video shows the updated product UI: how a full web app looks after the prototype. The visual level is tuned for a commercial e-commerce tool.

Before → after and "model" mode

In the gallery: 1) the original product before generation (packshot); 2) the result from our service - a finished info card; 3) the "model" generation mode - the product on a model, like a real brand shoot.

Video

Real-time generation → result

How generation runs in the service right now and what comes out. Press Play - no autoload.

Premium web service design

Updated UI of the full product (stage 2). Press Play - no autoload.

Gallery

FAVORIT: Web SaaS for marketplace cards - screenshot 1

FAVORIT: Web SaaS for marketplace cards - screenshot 2

FAVORIT: Web SaaS for marketplace cards - screenshot 3

How it works

User scenario

Uploads the original product (packshot)
Chooses a mode: info card or "model"
Watches generation in real time and takes the result

Team / admin scenario

Maintains templates and the premium visual language
Controls the quality of the generation modes
Develops the web service separately from stage 1 (the bot)

Technology

Stage: 2 of 2 · full web service
Demo: Realtime generation + premium UI
Modes: Info card · model (on a model)
Start: /cases/product-card-generator

Timeline: Web tool in the FAVORIT line

Result and business effect

Launched a full web card-generation service - FAVORIT stage 2. On the page: realtime generation video with result, premium UI video, before→after photos, and “model” mode. Compare with raw stage 1: /cases/product-card-generator

A fit if you need

You need a generation web service, not a chat bot - Web applications
A realtime pipeline and a premium UI matter - AI agents
You need info card and "on model" shoot modes - Websites

Frequently asked questions

Questions about this type of project, the same ones clients ask before a similar build.

Will the cards pass marketplace moderation?

We build each marketplace’s requirements (required fields, length limits, banned wording) into the pre-upload check. The final call is always the marketplace’s, though, and the rules change. When they do, we update the templates.

Can the agent make up an attribute?

We set it up to write only from your data. If the sheet has no material or size, the field stays empty and the card is flagged for a person. No card goes live without the content manager’s approval.

Do you guarantee more sales or better rankings?

No. We speed up card production and keep it consistent. Rankings depend on price, reviews, ads and the marketplace’s algorithms.

Can we start small?

Yes. We started a similar project as a Telegram bot, tested generation with real sellers, found the weak spots and only then built a web service.