Lifecycle phase
What changes in Requirements
Every change this guide lists for the Requirements phase, across all roles. Open one to see before and now, with sources, on the role page.
Product Manager / Owner
Business Analyst
- Eliciting and clarifying stakeholder needsOne study: LLM rewrites of needs rated higher, but stakeholders must confirm
- Using AI across requirements workIn one small survey, human-AI collaboration led; full automation was rare
- Writing user storiesIn one study, LLM stories were similar to human ones but less diverse
- Breaking epics into stories and acceptance criteriaOne pilot gave AI written domain context, then had it split epics into stories
- Reviewing requirement qualityIn one study, LLMs reliably judged user story quality given clear criteria
QA Engineer / Tester
Scrum Master / Agile Coach