Thinking out loud on integration architecture, AI in logistics, and building technology that actually ships.
Mapping an ocean status 315 takes an afternoon. What nobody builds is the part that decides whether the message is believable, and what to do when no message comes at all. Five failure modes that turn a clean integration into a permanent tax on the operations team.
"I'm not sending our contract rates to a model that's going to hand them to a competitor." It's the right instinct, aimed at the wrong layer. Your organization already protects data that leaves the building every day. Here's how that same playbook applies to AI, and the questions to ask before anything touches production data.
Vendors typically lose 2 to 5% of revenue to Amazon chargebacks and shortage claims. Most of it traces back to the same root cause: what you shipped and what your ASN said don't match. Here's how to close that gap.
APIs get all the buzz, but the majority of B2B supply chain transactions still move over EDI. The companies winning aren't choosing sides. They're converging both into a single integration layer, and AI is accelerating the shift.