Research / Operator-1
Operator-1
Agentic intelligence for logistics
Depot-1 reads an operation and works out what should happen next. Operator-1 is the model that makes it happen.
Operator-1 carries out the work behind a plan: the follow-ups, changes, checks and reporting that turn a finding into a result, with people in control of every step that matters.
From a plan to a result
Most operations already know roughly what needs to change. The hard part is doing it, consistently, week after week, alongside everything else.
Operator-1 takes each priority Depot-1 identifies and breaks it into the work needed to deliver it. It carries out that work, tracks its effect and reports progress against the target.
Typical work includes:
- preparing driver coaching notes and following them up
- rebalancing routes, rounds and loads
- chasing defects, disputes and missing paperwork
- checking rates and lanes before loads are accepted
- scheduling vehicle checks, MOTs and services
- producing the weekly performance review
Results, not activity
Operator-1 works to targets agreed with the operator.
Those targets are the measures the operation is already judged on, such as:
- reaching carrier tiers such as Fantastic Plus or Gold
- a higher rate per mile on freight
- lower cost per drop
- more deliveries right first time
- fewer defects, disputes and chargebacks
- drivers who stay
Every action is tied to the measure it is meant to move, so progress can be checked week by week.
Working with Depot-1
Depot-1 and Operator-1 work as a pair. Depot-1 reads the operation and understands what is driving performance. Operator-1 acts on what it finds.
The outcomes of Operator-1's work return to Depot-1, so each new assessment starts from what actually worked.
People in control
Operator-1 acts within boundaries agreed with each operation.
Routine, low-impact work can run on its own. Higher-impact changes, such as altering a route plan, contacting a customer or committing spend, wait for a person to approve them.
Every action is logged with the reason it was taken, so the team can see what was done, why and what it changed.
Evaluation
Before Operator-1 is trusted with a new kind of work, we test it against realistic logistics scenarios.
We measure areas including:
- task completion
- accuracy of the actions taken
- knowing when to stop and ask
- effect on the target measure
- consistency across operations
Responsibility grows only as the evidence does.
Deployment
Operator-1 is proprietary to Wehand and is not sold as a standalone product.
We deploy it in our own work with operators, alongside Depot-1 and our team, so the people responsible for an operation get results rather than another system to run.