AI agents in B2B trade: from hype to production
What we built, what we threw away, and what production-grade LLM agents look like for matching buyers, drafting RFQs and triaging supplier offers.
Read moreField-tested observations from our brokers, sourcing managers and engineers. New posts every two weeks — no fluff, no recycled marketing copy.
Most refined-product offers that hit your inbox have passed through 5–7 brokers before reaching you. Here’s why those chains never close, and what to ask before responding to the next one.
Read the postWhat we built, what we threw away, and what production-grade LLM agents look like for matching buyers, drafting RFQs and triaging supplier offers.
Read moreThe exact dossier components that pass technical and commercial bank review — not the generic spec sheets every solar EPC sends in.
Read moreFrom over-relying on a single distributor to underestimating the lead time penalty for non-CE suppliers — the patterns we see week after week.
Read moreStronger euro, lower energy and improved automation are putting European technical textile back on the spec sheet of European industrial buyers.
Read moreImporting medical equipment into the EU is harder than it was three years ago. The exact post-MDR checklist we run on every shipment.
Read moreThe actual checklist our sourcing team takes to a factory audit, plus the one red-flag rule that has saved us from a dozen bad supplier decisions.
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