Practical growth guide
Decide Whether a Marketing Workflow Is Ready for an AI Pilot
Choose one workflow, establish its current performance and define what the pilot may do. This practical decision record separates a useful draft from an approved action and an observed improvement from an assumption.
Choose a task before choosing a tool
Write down the marketing problem and the current way the task is completed. Record the time, cost and output-quality baseline you can actually observe. A pilot is harder to judge when the task and measurement change halfway through it.
Define permitted inputs, the output destination and the human reviewer. Permission to draft is separate from permission to publish, send or execute. Keep external actions outside the pilot unless they have their own explicit authority and acceptance rules.
Separate the decisions
Task and baseline
Choose one task with an identifiable output. Record the current process and the observations that will support a comparison.
Inputs and boundaries
Name permitted information, excluded material and the destination. Keep missing access or uncertain input quality visible.
Review and recovery
Assign the reviewer, factual checks and failure reporting. Define how an operator notices an error and returns to the prior process.
Decision and evidence
Choose the review criterion before running. Continue, revise or stop based on the observed comparison, including inconclusive results.
Use the method
State the use case
Connect the task to capturing demand, converting demand or retaining customers. Explain the current bottleneck without assuming AI is the answer.
Prepare the review
Record allowed inputs, required output quality and who can approve the next action. Test the failure-reporting and recovery path before broadening scope.
Compare bounded outputs
Review the pilot output against the agreed baseline and quality requirements. Record factual errors, revisions and operator effort as well as speed.
Make the next decision
Continue only within the reviewed scope, revise the task or stop. Separate a successful bounded trial from permission for unattended external execution.
The pilot go, hold or stop record
Copy these prompts into your own working document. The blank fields are a decision aid, not a completed client record.
- Workflow, purpose and responsible operator: [ ]. What specific task is being tested?
- Observed baseline and source: [ ]. Record time, cost, quality and the observation period.
- Permitted inputs and excluded information: [ ]. What access is still unresolved?
- Output destination and execution boundary: [ ]. Draft only, reviewed release or separately authorized action?
- Reviewer and acceptance checks: [ ]. Which factual, message and brand checks apply?
- Failure signal and recovery step: [ ]. How does the operator notice an error and restore the earlier process?
- Observed comparison and decision: [ ]. Continue, revise, stop or hold; record missing evidence.
Worked example: a draft that should be rejected
Illustrative example, not a delivered client result: a workflow turns approved buyer notes into a campaign draft. The draft sounds plausible but adds a customer outcome that is absent from the source. The reviewer rejects that claim rather than treating fluent wording as evidence.
Record the unsupported statement, source limitation and revision required. If the workflow cannot reliably retain factual support, revise its inputs or task boundaries before trying again. Do not compensate by relaxing the acceptance check.
At review, include the time spent checking and correcting the output. Faster first drafts alone do not establish lower total cost or better quality. An inconclusive comparison is a reason to collect better evidence, not to claim savings.
Questions about using this resource
Does a pilot need permission to publish or send?
A draft-only pilot does not imply publication or sending authority. Define the output destination and obtain separate explicit authority before any external execution.
What if the baseline is missing?
Record that gap and establish a usable observation before claiming an improvement. You can inspect feasibility without presenting an unmeasured benefit as a result.
Who should review the output?
Name the person responsible for factual support, message and brand checks, and define who can approve any next action. Those responsibilities belong in the pilot scope.
When should the pilot stop?
Stop or hold when required inputs, acceptance checks or recovery are unresolved, or when the observed comparison does not support continuation. Preserve the reason and evidence for the next review.
Connect learning to the relevant work
Apply the learning
Discuss the decision you need to make
Bring the question, the evidence you already have and the people responsible for acting. Scope and responsibilities are agreed per engagement.