12/03/2025
For product and engineering teams, building a competitive moat is one of the most critical aspects of your work. But in the age of AI, that moat can evaporate overnight.
When AI upends your product roadmap, you might realize that you need to start from scratch.
Vivun's engineering team faced this exact challenge last year. They knew they needed to build a new AI product to replace their existing platform, but also had to maintain commitments to their customer base to maintain existing revenue. The company's co-founder and CTO, John Bruce, shares lessons and recommendations in this article.
When AI upends your product roadmap, you might realize that you need to start from scratch.