📢 New Logistics AI Launches: 🚫 Another chatbot that reads your TMS aloud ✅ Still doesn’t understand trade

2/ Me: “Can it predict transit?” Chatbot: “Well actually… your container is on the way 😃” 🙄

3/ Reality check: Global trade isn’t a bedtime story. It’s a system of modes, customs, suppliers, regulations, SKUs, and constraints.

4/ LLMs: “Here’s a paragraph about your shipment.” LTMs: “Here’s how your shipment ACTUALLY behaves.”

5/ LLM = words. LTM = world.

6/ MIT’s Dr. Chris Caplice: “Bi-modal transit times are a real issue.” Procedural algorithms: ❌ meltdown Large Trade Model: ✔️ ‘I see everything.’

7/ LOG-NET Movement Planning (V9): 👀 Sees suppliers 📦 Understands SKUs 🛃 Predicts customs 🗂 Follows compliance 🚢 Graphs multimodal flows 🤖 Feeds agentic AI for autonomous execution

8/ Chatbots narrate your supply chain. LTMs operate it.

9/ If your AI strategy is “add a prompt box,” you’re building for 2020, not 2030.

10/ 🔥 A chatbot can read your TMS. A Large Trade Model can understand it.