Human-led
Set positioning and the core promise
Decide what the audience should understand, believe, and do.
- Human owner
- Marketing lead
- Risk signal
- high
- Safeguard
- Document the approved promise, audience, and proof standard.
Role 01 · Brand, growth, content, and campaign teams
More options and faster learning without surrendering taste or accountability.
Adapt this role
The redesign premise
The lane is a starting recommendation. Consequence, evidence, reversibility, and local policy can change the right design.
Human-led
Decide what the audience should understand, believe, and do.
AI-assisted
Cluster interviews, feedback, search language, and recurring objections.
AI-assisted
Create distinct message and creative options for human comparison.
Delegated + reviewed
Resize, reformat, and adapt approved material to known channel rules.
Skills that become more valuable
A responsible first pilot
Measure together
Task and occupation descriptions draw on O*NET. Governance and skill guidance is informed by NIST and the U.S. Department of Labor.
Occupation, task, skill, work-activity, and work-context foundations
Open source ↗Foundational AI literacy content and delivery principles
Open source ↗Governance, oversight, documentation, and review practices
Open source ↗