Question: I need a solution that helps me drive expansion revenue by targeting specific user groups with tailored product experiences.

Userpilot is a sophisticated information retrieval system that lets product teams personalize in-app experiences to optimize growth metrics at every stage of the user journey. It can be used for guided user onboarding, custom product analytics reports, contextual Microsurveys for user feedback, and targeted in-app experiences for specific user segments. It's suited for product growth, product marketing, product management and UX design roles.

Another good option is Sprig, an all-in-one product experience platform that uses AI to optimize product adoption, retention and satisfaction at scale. It combines targeted surveys, replays, feedback collection and AI analysis to spot trends in user feedback and behavior. That can help businesses make data-driven product decisions and improve overall user experience, leading to better product adoption and lower churn.

For AI-powered customer engagement, Quest Labs lets you personalize in-app experiences without requiring developer intervention. The platform includes AI segmentation and personalization, a low-code dashboard and APIs to fuel product growth. It also offers AI-powered insights and analytics to inform product decisions, real-time insights into user behavior and app performance monitoring. That makes it a scalable and secure option for businesses that want to improve their product engagement.

Last, Dynamic Yield is an AI-powered personalization platform that creates unique, algorithmically matched content, products and offers for each customer across multiple digital touchpoints. With features like audience discovery, content and offer personalization, product recommendations and customer engagement optimization, it's a good option for companies that want to create a seamless, personalized customer experience.