Why AI Should Start with Requirements, Not Development

The article argues that speeding up coding alone with AI is not enough to deliver strong results or ROI.

The real bottleneck has shifted to pre-development work: defining, validating, and agreeing on requirements.

It proposes VOS and an AI-native workflow to better orchestrate business needs, prompts, and process design.

The key message is that AI value depends on improving requirements and verification, not just development speed.