Teams | Collaboration | Customer Service | Project Management

After several years of enthusiasm, 2026 will mark a turning point where organizations shift decisively from AI pilots to real, measurable outcomes. Leaders will demand production-ready implementations that deliver tangible ROI, reduce friction in workflows, and improve decision-making. This transition will bring both excitement and disillusionment: some of the hype will meet reality, and not every AI promise will stand up under enterprise scrutiny. But this is also where genuine innovation happens.

The following trends outline how customer experience and customer success will evolve in 2026, as organizations combine AI-driven scale with human expertise, reliable execution, and trust.

Ask any accountant which parts of their job slow them down the most, and I doubt anyone will make it too far down their list before the idea of document management comes up. Dig a little deeper, and it becomes clear quickly: the underlying reason is that the meaning around the files people work with and day out is often missing. Is this the final version? Is this document for the right client? Does this version reflect our latest thinking, or is it outdated?

For years, organizations have invested heavily in modernization, automation, and now AI to move faster and operate more efficiently. Yet many leaders feel a growing gap between the technology they’ve deployed and the performance they’re able to achieve.

By Tony Grout, Chief Product Officer, M-Files As we look toward 2026, one thing feels certain: the organizations that will win aren’t just the ones adopting AI. They’re the ones that can connect people, processes, and content into a living system that eliminates operational friction and unlocks a real performance advantage. At M-Files, our mission is to help customers do exactly that.