Start with the business question
Which task can AI help with, and how will someone verify that the result is useful?
Follow a useful path
Choose the stage that matches your current constraint. Work through the evidence and decisions before moving to the next program or investment.
1. Choose the use case
2. Improve instructions and review
3. Make content useful and findable
4. Connect AI to operations
A planning example
A hypothetical team generates campaign drafts faster but spends longer correcting unsupported claims. Include review and rework in the comparison. Faster generation alone does not establish a productivity gain or justify expanding the workflow.
Does AI-generated content automatically improve AI search visibility?
No. It needs a useful purpose, accurate claims and a credible explanation. Measure the quality of the work and actual discovery observations. Neither AI-generated text nor a particular markup guarantees a citation or recommendation.
Your working kit
Download the worksheets with a short implementation guide. Edit them locally, assign owners and record the decision each worksheet supports.
Make the next step concrete
Bring the business question, the evidence already available and the constraints that matter. Discuss your next step with Nancy.