Startups
Logistics & Supply Chain
5 Mistakes We Made Shipping AI to a Live Transport Marketplace
Your route matching model is live, acceptance rates are flat, and nobody on the team can tell if the problem is the model, the data, or the marketplace itself. Five mistakes we keep seeing on freight AI deployments — and how to recover before carriers churn.
May 12, 2026
10 min read