AI & Operations
Before you automate, clarify the work
A practical starting point for deciding what to automate, what to measure and where human judgment belongs.
A recurring task can look like an obvious automation opportunity. But repetition alone does not tell you whether the process is ready. If ownership, inputs or exceptions are unclear, an automated workflow can move the same uncertainty through the business faster.
Start with one complete handoff
Choose a specific piece of work, such as moving a qualified inquiry from a website into a CRM. Describe what starts the workflow, what information must arrive and what a successful handoff looks like. Name the person responsible when the expected information is missing.
This makes the operating requirement concrete. The goal is not simply to create a record. It is to give the next person enough context to act without repeating the discovery work.
Write the rules before choosing the tool
Separate repeatable rules from decisions that depend on context. Routing an inquiry by an agreed service category may be a rule. Deciding whether an unusual request fits the business may require a person. AI can help organize the evidence, but the workflow still needs an accountable decision-maker.
- What information is required before work can advance?
- Who owns the next action and its deadline?
- Which exceptions require human review?
- What happens when a connection fails or the same request arrives twice?
Pilot with evidence you can inspect
Use a bounded sample and review the result at each step. Check that the right records were created, the intended owner received the work and incomplete inputs stayed visible. A successful technical run does not, by itself, prove that the business handoff worked.
Define a review measure before launch. Depending on the workflow, that could be the time until a named owner acts, the number of incomplete handoffs or the amount of manual correction required. Compare like-for-like work and keep the limitations of a small pilot visible.
Design for the day after launch
Document who maintains the workflow, who reviews exceptions and how a change to the process will be approved. Give the team a usable fallback when automation is unavailable. The strongest starting point is a process people can explain, inspect and take responsibility for.