The 10 Product Adoption Routines We Retired in 2025

In 2025, the evolution of AI significantly transformed product team workflows, making numerous manual tasks optional through automation and intelligent data-driven decisions. Many teams reclaimed substantial time by adopting AI solutions, which automated in-app campaign building, style extraction, account management, audience targeting, feedback analysis, and onboarding processes, among others. These AI tools, such as Copilot and Chameleon, enabled product teams to strategize and execute campaigns efficiently, analyze performance comprehensively, and eliminate repetitive tasks, ultimately enhancing product adoption and user engagement. While some teams fully embraced these innovations, others continued with outdated methods, missing out on potential efficiency gains and insights.