I think an AI-driven roadmap can really set a platform apart when it is focused on real user behavior and continuous improvement. Compared to similar tools, an AI roadmap has the potential to adapt faster, personalize insights, and surface smarter recommendations over time instead of relying on static features. If built around user feedback and real usage data, it can feel more intuitive, flexible, and valuable as users grow and their needs change.

Yes, I have. I’ve created content based on testing products by using them firsthand, highlighting what works well, and sharing honest feedback from a real user perspective. I focus on clearly explaining features, usability, and overall experience in a way that feels authentic and helpful to viewers.

I have hands-on experience using budgeting and financial management apps to track expenses, plan monthly spending, and better understand my cash flow. I’m comfortable testing new tools, comparing features, and identifying what makes an app intuitive and useful for real users.