3 Ways Enterprises Can Scale AI Gains In 2026
The New Stack, Thursday, January 8th, 2026
The gap between AI leaders and followers will hinge on this: Are you reimagining the way work gets done or just finding ways to automate old ways?
Most organizations are ending 2025 with tangible AI wins. Developers are shipping code faster, costs are down and leadership is thrilled that everyone is embracing AI.
Congratulations. You're about to face a whole new set of problems. The decisions you make about scaling, governance and strategic integration in 2026 will make a crucial difference to how your organization performs in the coming years.
Get it right, and the gains you've seen in the past year will compound. Get it wrong, and your growth will plateau or worse.
Let's look at three trends enabling organizations to use AI for sustained growth and business transformation in 2026: AI governance, end-to-end agentic systems and data context.