AI is most useful when the brief, standards, and review points are explicit. The stack matters less than the operating discipline around it.
Research and structure
Use AI to scan categories, organize raw notes, expose missing context, and produce routes worth comparing.
- Market and language scan
- Information architecture options
- Question and risk list
Writing and prototyping
Generate variants quickly, then edit toward one voice and one page job.
- Headline and proof routes
- Working page prototypes
- Responsive content checks
Human decisions
A person owns the positioning, hierarchy, visual taste, factual accuracy, and decision to ship.
- Choose rather than average
- Remove unsupported claims
- Review every public action
Verification and handoff
The launch stack ends with tests, browser checks, operating notes, and clear ownership after release.
- Responsive and keyboard QA
- Performance and metadata checks
- Deployment and support notes