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.

For the people who keep parcels moving.