AI is easiest to evaluate when the work is visible. Take one recurring task and describe it from the moment it begins to the moment a useful result reaches a customer or teammate.

The five boxes

Trigger → input → steps → approval → result. If one box is unclear, buying software will not make the workflow clear.

Box 1: Trigger

What starts the work? A form submission, a customer message, a meeting ending, a new product, or a weekly deadline are useful triggers because they are observable.

Box 2: Input

List the information needed to do the job well. Mark anything confidential, regulated, personal, copyrighted, or likely to be wrong. This tells you which data should never enter an unapproved service.

Box 3: Steps

Write the actions a person takes today. Do not summarize them as “create content.” Use details: review the brief, research three sources, draft the outline, write the opening, verify claims, format, approve, and publish.

Box 4: Approval

Name the person who can accept the output and the conditions that require escalation. The approval step is especially important for customer promises, pricing, legal language, financial decisions, health information, or material that uses a client's data.

Box 5: Result

Define the finished output and the business outcome separately. A generated reply is an output. A correctly resolved customer question is the outcome. A draft landing page is an output. A qualified lead is the outcome.

Circle the best first automation target

Look for a step that is frequent, time-consuming, rules-based enough to repeat, and easy for a person to verify. Avoid steps where a mistake would create disproportionate harm or where the input cannot be safely shared.

FrequencyDoes the step happen weekly or daily?
FrictionDoes it consume meaningful time or cause delays?
VerifiabilityCan a reviewer quickly judge whether the result is correct?
RiskCan you limit the first test to low-impact data and outputs?
MeasurementCan you compare time, quality, or outcome before and after?

Example: customer FAQ workflow

TriggerA visitor asks a question in website chat.
InputThe question plus an approved knowledge base.
StepsClassify, retrieve an answer, draft, check confidence, reply or escalate.
ApprovalHuman review for refunds, complaints, payment, or low-confidence answers.
ResultA correct response and a measurable resolution or handoff.

Turn the map into a buying requirement

Now ask whether a candidate tool supports the trigger, accepts the right inputs, gives reviewers control, records what happened, and produces the measurable result. A feature list that cannot answer those questions is not enough.

Use this map before the seven-day trial. It is a planning exercise, not a guarantee that automation will improve the workflow.