AI finds four times as many compatible suppliers as keyword search across 10,000 records — and still misses you if the capacity you offer is not written down.
The starting point: when supply chains are disrupted, capacity outside the network is hard to use — incumbents' models are private, provider profiles are unstructured, and offers stay hidden until costly engagement.
Answer engines have become the starting point for B2B buying, but buyers do not fully trust them — they go find a human or a third party to validate.
Forrester, The State of Business Buying, 2026: a typical B2B purchase now involves 13 internal stakeholders and nine external influencers, and the numbers grow with complexity and strategic importance.
Signals across multi-tier suppliers used to take analysts days to assemble; an agent pipeline now returns an end-to-end analysis in 3.83 minutes at $0.08 per disruption.
Background: modern supply chains face geopolitical events, demand shocks, trade restrictions and natural disasters, and many disruptions originate deep in the network while most companies still cannot see past Tier-1 suppliers.