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How KairoHub Picks Today's Deals: Inside the Automated Curation Pipeline

Published 2026-08-02 · KairoHub Team

Most "deals" sites work the same way: someone manually browses listings, picks a few they like, and publishes them. That's slow, and it's only as unbiased as the person doing the picking. KairoHub takes a different approach — the entire pipeline is automated, rules-based, and runs the same way every single day.

Step 1: Sourcing from Pinterest

A scheduled job pulls fresh pins from a curated board once a day. This is the "what's interesting right now" signal — Pinterest is good at surfacing products that are actually catching attention, rather than whatever a database of SKUs happens to contain.

Step 2: Matching against live Amazon pricing

Each pin is turned into a search keyword and matched against Amazon's own product catalogue using the Product Advertising API. This means the price shown was pulled from Amazon directly — not typed in by hand, not estimated.

Step 3: Categorising automatically

An AI classification step sorts each matched product into an existing category — Electronics, Fashion, Trending, and so on. If something genuinely doesn't fit any existing category, the system proposes a new one on the spot rather than forcing a bad fit.

Step 4: Publishing everywhere at once

The same batch of products lands on the site and the Telegram channel at the same time, so there's no lag between "found" and "published."

What this means for you

No listing on KairoHub is sponsored, and no human is picking favourites. That doesn't guarantee every product is right for you — but it does mean every price you see was checked against Amazon, not made up.

Want picks like these without the searching? Browse today's auto-curated deals.

See today's picks