Most B2B sourcing workflows still begin with a supplier list.

That makes sense for a traditional directory marketplace: the buyer searches, opens many profiles, compares factory claims, sends repeated messages, and slowly discovers which suppliers are actually relevant.

But for AI-assisted sourcing, that starting point is too late.

The useful signal is not only "which suppliers exist." The useful signal is whether a buyer's request can be translated into structured intent, matched against supplier capability, and explained clearly enough for both sides to act.

That is the direction MapleBridge is taking: AI-to-AI supplier search for China sourcing, especially for North America buyers who already know their product, MOQ, compliance, channel, and delivery constraints.

Supplier search is not the same as supplier matching

A search result can show a buyer many possible factories.

A match should answer a narrower question:

Can this supplier satisfy this buyer's actual sourcing intent?

For example, a buyer…