// Scenario 07
A clean catalogue from messy supply
Your supply does not arrive as a tidy spreadsheet. It arrives as Telegram posts, PDFs, photos and other people’s websites. This scenario turns all of it into one clean catalogue, checked by a person before anything is published.
- For
- Wholesalers, resellers, marketplaces, property portfolios
- Already running in
- Casagros
- Scenario
- This is a scenario we deliver, not a past client result.
Why it matters in 2026
In 2026, wholesalers, developers and suppliers publish where it is easiest for them: messaging channels, shared folders, marketplace listings. Resellers and agents who copy that by hand are slow, miss updates and publish the same product twice under different names. AI can now read text, prices and photos from almost any source, but it still gets things wrong. The winning setup reads automatically, matches duplicates by their pictures and keeps a person in charge of what goes live.
You need this if
- Someone on your team spends hours a day copying products or listings from channels and PDFs.
- Your catalogue has duplicates, outdated prices or products that are no longer available.
- Suppliers send updates in different formats, and nobody has time to reconcile them.
- You want to add new suppliers, but every one means more manual work.
How we deliver it
1 Connect each source
We connect the channels, folders, feeds and sites your supply comes from, each with its own reader, so a new supplier is a new connection rather than a new job.
2 Turn posts into products
Each post or page becomes a draft product: name, description, photos, price and stock where the source gives them. Nothing is invented; missing fields stay empty.
3 Catch duplicates by their pictures
Photos are compared, so the same item posted by three suppliers or reposted with a new caption is grouped as one product.
4 A person checks, then it goes live
Drafts wait in a review desk. A person checks photo, description, stock and price, then publishes. Stock changes are recorded like a ledger, so you can always see why a number changed.
What you get
- Automatic readers for each of your supply sources
- Draft products with photos, text, price and stock where available
- Duplicate detection by image
- A review desk where a person approves what is published
- A stock ledger showing every change and its reason
What we will not promise
We will not publish prices, stock levels or claims the source did not give. When a supplier’s post is unclear, the product waits for a person instead of guessing.
Questions
Can it read Telegram and WhatsApp channels?
Telegram channels, yes; that is what Casagros reads today. WhatsApp content depends on how your suppliers share it, and we review the options with you.
Does it work for real estate listings too?
Yes. The same approach works for developments and listings: photos, sizes, prices and status, grouped and checked before they appear on your site.
Is it legal to reuse supplier content?
You should only publish content you are allowed to use, which normally means your own suppliers’ material. We keep the source of every item so permissions are easy to check.