Artificial intelligence is often framed as a workforce replacement strategy. However, business leaders increasingly emphasize that sustainable AI-driven growth depends on human-AI collaboration, not automation alone. Diana Schild house, Chief Data and Analytics Officer at Colgate-Palmolive, outlines five practical approaches that combine analytics, governance, and human insight to drive measurable business value.
First, organizations must focus on solving real business challenges. AI initiatives should begin with a deep understanding of workflows, user behavior, and decision points. Human-centered design, UX research, and intuitive interfaces ensure AI tools enhance processes rather than disrupt them.
Second, companies should balance horizontal and vertical AI strategies. Horizontal foundations (shared tools and analytics platforms) improve productivity enterprise-wide. Vertical priorities (such as innovation or demand generation) concentrate on resources where AI can deliver the highest strategic impact.
Third, local exploration matters. Colgate-Palmolive created an internal AI Hub where employees can test AI tools within governed environments. Mandatory training and guardrails allow experimentation while protecting compliance and security. Global AI ambassador networks help scale successful ideas across divisions.
Fourth, governance and learning culture are essential. Strong risk management frameworks, ethical guidelines, and structured training programs prevent misuse while accelerating adoption. Governance should enable innovation, not restrict it.
Fifth, measuring value ensures AI initiatives contribute to growth. Leaders should track revenue impact, operational efficiency, speed insight, intellectual property creation, and scalability. Clear performance frameworks distinguish experimentation from enterprise transformation.
主な原則は次のとおりです。
- Align professional talent with AI capability
- Embed governance and risk management from the start
- Prioritize data-driven decision-making
- Scale proven use cases methodically
- Keep humans accountable within AI workflows
The broader lesson is clear: AI growth strategies succeed when organizations redesign work around collaboration between analytics systems and human judgment. Companies that integrate technology with professional expertise will create competitive advantages without leaving employees behind.
ソース：
https://www.zdnet.com/article/5-ways-to-grow-your-business-with-ai-and-keep-humans-in-the-loop/
