- Who is this for?
- Transport leaders, CIOs, operations teams and transformation managers
- Question addressed
- Prepare the progressive deployment of an AI operator for transport.
Key takeaways
- The initial scope should be frequent, observable and measurable.
- The quality of escalation matters as much as the automated processing rate.
- Every extension of access rights must have an explicit progression criterion.
- Rollback is part of deployment design.
Choosing a useful first workflow
A good pilot is neither the simplest case nor the entire process. It should represent a real workload, have observable sources and make it possible to compare the expected state with the resulting state.
For example: a recurring order type received by email, for a limited group of customers, with a clearly defined TMS action and identifiable escalation reasons.
The progression stages
- 01Observation
Reconstruct context and measure cases without changing any system.
- 02Preparation
Propose the decision and action for comparison with human processing.
- 03Supervised action
Execute known cases with explicit approval or control.
- 04Controlled action
Authorise selected stable cases with systematic verification.
- 05Extension
Add a source, rule or action after a new validation.
Indicators to monitor
| Indicator | Question it answers |
|---|---|
| Coverage | What proportion of the workflow actually falls within scope? |
| Accuracy | Does the prepared decision match the validated outcome? |
| Effective escalation | Do escalated cases reach the team with the right context? |
| Rework | How many actions require correction after execution? |
| Stability | Which rules or interfaces change over time? |
Define the criteria before the pilot
Thresholds should not be invented on a website. They depend on the impact of an error and on the workflow. Their existence must, however, be agreed before outcomes are observed: who approves them, over what period, using which sample and with which prohibited exceptions?
This discipline prevents autonomy from being extended simply because a demonstration looks smooth. It turns the pilot into a documented operational decision.
Frequently asked questions
Direct answers
How long does a pilot take?
The duration depends on volume, case diversity and the defined criteria. Axonovia does not publish a universal timeline.
Should deployment start with an automated action?
No. Observing first and then preparing actions often provides a better basis for comparison.
Who decides whether to extend the scope?
The business and technical owners of the workflow, based on the agreed quality, risk and supervision criteria.
Sources and methodology
This resource describes Axonovia's product approach based on transport workflows. The examples are illustrative and do not constitute a performance commitment or a universally applicable contractual rule.
Product review: Axonovia team · next review recommended before 31 August 2027 or following a material change in scope.