The End of AI Best Practices: Why ‘Next’ Practices are Essential to Business Relevancy

By Garth Andrus, Andersen

While organizations rush to implement AI best practices, leading companies are already  moving beyond them. Why? Because in today’s AI landscape, where breakthrough  capabilities emerge in hours, days and weeks, not months and years, focusing solely on  best practices means you’re already behind. 

What are Next Practices? 

  • They’re transformative strategies that shape future markets while others are still trying  to compete in today’s market 
  • They focus on not only optimizing existing operations and business models but  simultaneously exploring how AI could make them obsolete 
  • They demand teams excel at both delivering today while inventing tomorrow 

Real-World Impact: Next Practices in Action 

  • Eli Lilly continues to revolutionize pharmaceutical innovation by reimagining AI as a  strategic partner in drug discovery—using AI-powered digital twins and analyzing vast  arrays of patient genomics, treatment responses, and real-world outcomes. This Next  Practices approach has driven unprecedented growth, propelling them to become the  industry’s market leader 
  • JP Morgan Chase continues to transform banking by creating an AI-augmented  financial ecosystem—blending machine learning with human expertise and forging  strategic partnerships with fintech innovators to co-create new solutions. This has  

significantly improved operational efficiency while driving higher customer satisfaction  across digital channels 

  • LEGO continues to redefine innovation through ecosystem orchestration, leveraging  their global network of customers, designers, educators, and enthusiasts to drive  innovation. Their Ideas platform and community engagement approach has accelerated  product development and expanded their market reach into new categories 

The Path Forward: Embedding Next Practices into Your Organization

  1. Transform Leadership Mindset 
  • Shift from “What can AI do?” to “How can AI redefine what’s possible?” • Turn risk intelligence into opportunity creation 
  • Drive perpetual transformation, not periodic change 
  1. Reinvent How Work Happens 
  • Build fluid teams that dynamically form around opportunities 
  • Implement real-time learning and adaptive workflows 
  • Think beyond the enterprise—activate ecosystems and networks 
  1. Redefine Talent Developmen
  • Equip teams with the ability to continuously innovate 
  • Make ‘learning velocity’ a core competency 
  • Design a workforce strategy that includes both AI agents and human talent 

The Path Forward: 

To embed Next Practices into your organization’s DNA, consider these bold moves: 

  • Reverse Your Value Chain: Partner with AI to spot future patterns—create solutions  for customer needs and opportunities not yet realized 
  • Collapse Time Horizons: Intentionally plan times for your ‘current operations’ and  ‘future innovation’ teams to work together—each group should be on the path to build  the muscle to operate in both timeframes simultaneously 
  • Transform Uncertainty: Turn unpredictability into advantage by building sensing  networks that spot opportunities and emerging shifts before competitors 
  • Engineer Innovation Multipliers: Design environments where AI systems, human  teams, and external partners exponentially enhance each other’s capabilities

The message is clear: Organizations that merely implement today’s AI best practices  risk becoming tomorrow’s case studies of unfulfilled potential. The winners won’t be  those who master today’s game—but those who are creating tomorrow’s game entirely. 

Are you ready to move beyond best practices? Let’s discuss how your company  can embed Next Practices into its DNA—contact me to start the conversation. 

garth.andrus@andersenconsulting.com 

Garth Andrus leads Digital/AI, Organizational, and Talent Transformation at Andersen  Consulting. A former Deloitte Board Member, Founding Member of Deloitte Digital, and  Consulting Practice Leader. He specializes in reshaping companies’ DNA to maximize  the impact of AI and digital technologies.