Milestone frames
TMS and yard events in the thread as they happen.
Industry · Logistics
Shippers, 3PLs, and carriers lose hours copying tracking IDs between TMS, email, and a website bot. Essenize streams database and deploy-style events into chat, and gives customers and planners the same session model.
The gap
EDI and API events exist; the customer conversation does not see them. Control towers use a dashboard. Drivers use a phone. The marketing chatbot quotes ETAs that operations already invalidated. Peak season adds a vendor for WhatsApp.
Why Essenize
Streaming API maps naturally to scan, gate, and milestone events. Overlay on tracking pages. Agentic panels for planners. Knowledge paths for claims, appointments, and customs docs. Existing backends remain. Analytics show which lanes produce stalls.
How it lands
TMS and yard events in the thread as they happen.
Inject chat where the customer already watches the shipment.
Exceptions, appointments, and carrier notes in-panel.
Plugin to current visibility services instead of replacing them.
More verticals
Client delivery, intake, and internal knowledge work as rooms and copilots—on databases the firm already governs.
In-product agents, docs overlays, and engineering streams—the same SDK you would ship to your own customers.
Overlay and full-screen support that recovers stalled sessions, cites policy, and hands off on latency rules.
Ready when your infrastructure is