Map one useful workflow, its exceptions and its human checkpoints.
Find the repeated work
Choose a process with a clear owner and a measurable problem: repeated data entry, enquiry routing or status updates. Document the current steps and what successful completion means.
Choose one repeated process that your team can explain from start to finish. For example, an enquiry arrives, somebody copies details into a tracker, another person checks the request, and a reply is prepared. Record who performs each step and what information they need before doing it.
Collect representative, appropriately redacted examples. Include incomplete enquiries, duplicate records, unusual requests and cases that require judgement. A demonstration using only ideal inputs does not explain how a workflow will behave during ordinary operations.
Decide what should remain human-led. Pricing approval, sensitive decisions and unclear requests may need a person even when other steps are automated. Make those handoffs visible in the workflow instead of treating them as an exception to discuss later.
Keep people in control
Identify approvals, sensitive information and cases that need judgement. AI is one possible component; a dependable integration or a clear rule may be the better tool for a particular step.
For every proposed connection, identify the system owner, the available access and the record that should be created or updated. Define which system is authoritative when information differs. Clarify how duplicates, missing fields and rejected updates will be handled.
Separate deterministic rules from interpretation. A rule may route requests according to a selected service; interpretation may suggest a category from free text. Agree how uncertain suggestions are reviewed, what users are told, and what information is retained for troubleshooting.
Plan the failure path before the pilot begins. Somebody needs to know when a connection stops working, what can be retried safely and how work returns to a manual queue. A useful workflow includes recovery and ownership, not simply a sequence of connected tools.
Scope a practical pilot
Agree the systems involved, test cases, failure handling and ongoing usage costs. Compare the pilot with the original process before expanding it.
Write acceptance examples together with the team that will use the workflow. Include the expected result, the information that must be preserved and the cases that should pause for review. Test a small, controlled set before increasing the volume or adding more processes.
Compare the pilot with the current process using evidence you can actually collect. That might include handling time, unresolved requests, rework or response quality. Do not assume that a faster automated action improves the whole process if it creates more checking elsewhere.
Confirm the ongoing responsibilities: who reviews exceptions, who maintains connections, which services incur usage charges and how changes are approved. Expand only when the first workflow is understood and supportable. Your initial brief can describe this one process without committing to a company-wide rollout.