What is AI workflow automation?+
It is the use of software, rules and selected AI capabilities to move a defined piece of work from input to outcome. AI may help interpret language, images or context; ordinary automation handles steps that can be specified exactly.
Where should we start?+
Begin with one repeated workflow whose owner, inputs, outputs and present difficulties can be identified. A narrow process with observable results is more useful than a broad request to “automate operations.”
Does the AI make final decisions?+
Not by default. Where a decision has material operational, safety, commercial, financial, legal or human consequences, the responsible person remains in control. The workflow can prepare context and a proposed next step without assuming authority to release it.
Can this work with our existing systems?+
Possibly, subject to technical assessment and authorised access. The pilot identifies the necessary sources and destinations, then determines whether exports, APIs or another controlled method are appropriate.
Do we need to provide production access?+
Not necessarily. Where the workflow permits it, early evaluation can use representative exports, a test environment or synthetic information. Any live access is separately scoped and limited to what the workflow requires.
What do we receive from the pilot?+
The agreed deliverables may include the workflow map, control and authority model, working pilot, evaluation record, known limitations, operating guidance and a recommendation for the next decision. The exact set is confirmed for the selected workflow.
What happens after the pilot?+
There are three valid outcomes: expand a workflow that meets its acceptance criteria, revise a workflow that needs further work, or stop when the evidence does not justify continued automation.
Which industrial workflows are suitable?+
Common candidates involve recurring documents, inspections, field reports, approvals, work requests or operational hand-offs. Suitability depends on responsible ownership, representative evidence and a clear definition of success.