AI agentsscenario
AI for marketplaces and content
Cards · infographics · batch generation · less manual layout per SKU
A content pipeline instead of assembling every card by hand
For brands with a large assortment we build generation contours: product cards, property infographics, uniqualization, and prep for marketplaces. We can start with a Telegram bot as an MVP and grow into web SaaS - as in the FAVORIT projects.
The pain we close
- 01
Hundreds of SKU - cards cannot keep up by hand
- 02
Different description and infographic style per marketplace
- 03
The designer becomes the bottleneck on every new product
- 04
You need a fast MVP, not a “platform for a year” right away
What we deploy
Templates and generation
A shared visual language for cards, batch output from product data.
AI uniqualization
Copy and visuals for marketplace rules - without one-to-one copy-paste.
MVP → product
A Telegram bot to test the hypothesis, then a web portal and API.
Honest prototype status
If the contour stayed local (as with PinMaster) - we state that in the case without polish.
Cases
Cases for this scenario
FAVORIT
Web SaaS for marketplace cards
Stage 2: full FAVORIT web service. Two demo videos - realtime generation with result and updated premium design. Gallery: product before generation → service result → “model” mode. Project start: /cases/product-card-generator
FAVORIT
Telegram bot for marketplace cards
Project stage 1: Telegram bot for card generation (version 1). Not a web app. Gallery shows prototype generations: weak design, template look, unfinished detail. Continuation and the result we reached in v2 - in the web app case: /cases/favorit-infocards
FAVORIT / PinMaster
Pinterest automation prototype
We built the PinMaster desktop prototype: account auth, AI API, parsing, results, and publish modules. Uniquify and posting contour worked stably locally. Moving to hosting and scaling hit architecture and budget - we did not finish; no prod MVP.
Cost guides
Depends on the number of templates, export channels, and whether you need only an MVP or full SaaS.
| Package | What’s included | Price | Timeline |
|---|---|---|---|
| MVP bot / prototype | One generation channel, templates, quality check on an SKU sample | from $2,273 | 2–6 weeks |
| Content web SaaS | Portal, roles, batch generation, history, API | by scope | from 2–3 months |
FAQ
Do you guarantee marketplace ranking?
No. We speed up release and consistency of content. Ranking depends on price, reviews, ads, and marketplace policy.
Can we automate Pinterest / social?
Yes, as a prototype or a prod contour. Architecture for scale must be planned early - otherwise you hit limits, as in the PinMaster case.
See also
- →
All AI agents and AI integration
Service hub: pilot, products, stack, and FAQ
- →
On-Premise AI
Local GPU contour without the cloud
- →
AI video analytics
Computer vision for production lines
Discuss AI for content
Send 5–10 sample SKUs and target marketplaces - we will propose an MVP or a web contour.
