Without clean, rich, structured product data — nothing downstream works. Search can't surface the right result. Recommendations have nothing to personalize with. This is the hidden bottleneck most stores never diagnose.

Two different systems. One shared objective: put the right product in front of the right person at the right moment.

SEARCH handles the visitor who already knows what they want and types for it. RECOMMENDATION ENGINES handle everyone else — surfacing what they didn't know they needed, but are about to buy.

We call both Recommendations because that's what they both are. Personalization is just the outcome. The recommendation is the work.

Diagnose and eliminate every drop-off point — login friction, checkout abandonment, cart behavior — with hard metrics, UX diagnostics, and controlled A/B testing. We recover revenue from traffic you've already paid for.