Describe the current process
Who receives the data, copies it, checks the result and hands it over? Collect real examples and typical errors. Before choosing a tool, understand whether the problem is collecting information, processing it or passing it to the next person.
Separate rules from judgment
Moving fields between tools often does not require AI. Understanding free text may need a model and review. We define what the system prepares, what a person checks and which actions need additional approval.
Try a limited pilot
Choose a small set of examples, including incomplete and unusual inputs. Measure time including review and corrections, not just the first response. Agree what happens when the process fails and who takes over.
Example pilot: preparing incoming inquiries
Imagine a team reads messages each morning, identifies the requested service and copies details into a spreadsheet. A pilot could prepare a short summary, suggest a category and flag missing information. A person then checks the suggestion before contacting the customer. The first test does not need automatic replies. This illustrative workflow lets you evaluate preparation quality on a task the team already understands.
Measure the whole task
First record how long the usual manual process takes. Then include input preparation, waiting, review and correction in the new workflow. A quickly generated answer has not demonstrated useful savings if checking it takes longer than the original task. Record the types of errors too. Some are easy to correct; others call for a different process or a more reliable source.
Agree what happens when the workflow stops
Define where failed processing appears, who owns the follow-up and how work continues manually. Check duplicates, incomplete documents and temporarily unavailable services. Record which data the system actually needs and who can access it. A useful pilot ends with instructions the team can follow and a decision about further development. A list of AI tools used is not a deliverable by itself.
Bring one process and a few examples. The first goal is to show that the solution helps with that specific job.