I'm building an AI shopping assistant that lives inside Qatar malls, and the data behind why I started this is wild.

The average mall visitor walks past 60-80% of stores without ever going in — not because they're not interested, but because they don't know what's actually on offer right now. Discounts, bundles, new drops — none of it is visible until you're already standing in the store.

So we built an assistant shoppers can talk to at kiosks or on their phone: "I've got 200 QAR, what can I get on a date outfit?" — and it routes them straight to the right brand with the right bundle, live.

The interesting part for retailers: this isn't another ad platform. You're not paying for impressions, you're paying for a customer who already asked for exactly what you sell to be walked to your door. Malls and brands subscribe monthly instead of running discount campaigns blind.

If you run a retail brand or manage a mall property and foot traffic → conversion is a problem you think about, happy to compare notes on what's actually working right now vs. what looks good on paper.