Operations
Shipment tracking and exception handling absorb enormous manual effort, and a single overloaded coordination desk becomes a bottleneck for the whole flow.
Built for logistics and 3PL operations
TR Labs is a Dedicated Human AI Team for logistics and 3PL operations where capacity is drained by manual tracking and exception handling.
We work with your WMS, TMS and CRM to keep status current in real time and catch account risk hidden in daily contact with shippers, so your coordination desk stops being the bottleneck for the whole flow.
LogisticsWhere capacity leaks, department by department.
Tracking, status requests and exceptions compete for the same attention. One overloaded desk slows the whole flow.
Support
Status requests and exception updates pile onto a team that cannot scale headcount fast enough.
Sales
Service issues and at risk accounts surface in conversations long before they show up in any dashboard.
Keep the status current.
Move the flow forward.
TR Labs works with your existing tools, then brings the signals, workflows and data into a shared operational picture.
Two Way System Sync
Keeps your systems updated in real time in both directions so status is never stale. Workflow Automation and AI Agents, including AI voice agents for first line support, take exception handling and status work off the desk.
Process Observability
Watches process quality so systemic failures are caught early, and Conversation Intelligence catches the account risk hidden in day to day contact.
Workflow Automation & AI Agents
Including AI voice agents for first line support, they take exception handling and status work off the desk.
Conversation Intelligence
Captures demand, complaints and churn risk from sales conversations before they disappear.
Measurable progress
From blueprint to a result you can plan around.
Across our logistics engagements to date: first results inside the first month, a fully working result within one to two months.
A track record to build next quarter's targets around.
On-time-in-full
Set grounded performance targets
Exception resolution
Plan around faster resolution
Month 01
Teams typically see the first results.
Weeks 04–08
A fully working result, based on TR Labs’ distribution engagements to date.
Market context
Why logistics
cannot rely on
manual coordination.
External data, not TR Labs results.
233,000 → 745,000+Europe's truck driver shortage
Europe was short roughly 233,000 truck drivers in 2022. IRU projects the gap could exceed 745,000 by 2028. The shortage is already straining dispatch and coordination desks - and hiring alone will not close it.
95-98% OTIFThe benchmark shippers judge you against
Shipment tracking and exception handling absorb enormous manual effort, and a single overloaded coordination desk becomes a bottleneck for the whole flow.
See it work on your own operation.
We will show live services running on real work from this industry, then map where a Dedicated Human AI Team frees up the most capacity in your business.