Solatis maintains a dynamic and transparent product development lifecycle that balances consistent innovation with platform stability and user experience. Our core platform receives major feature updates on a quarterly basis, with these updates introducing significant new capabilities, expanded integrations, or user interface enhancements that substantially extend the platform's functionality. These major releases are preceded by comprehensive beta testing programs that enterprise customers can optionally participate in to provide feedback and prepare for upcoming changes. Between major releases, we deploy minor updates and improvements every two weeks, focusing on performance optimizations, minor feature enhancements, and user experience refinements based on ongoing user feedback and usage analytics. Critical security updates are deployed immediately as needed to maintain the highest standards of data protection. The AI models that power Solatis's core intelligence capabilities undergo continuous refinement through our machine learning pipeline, with model improvements typically deployed monthly after rigorous validation to ensure enhanced performance without disrupting existing workflows. Our product roadmap is influenced by multiple factors including direct user feedback (collected through our in-app feedback tools and regular customer interviews), industry trends, technological advancements, and competitive analysis. We maintain a public roadmap that provides visibility into upcoming features and enhancements, allowing users to plan their adoption strategies and provide input on prioritization. For enterprise customers with specific needs, we offer a custom development program that can accelerate the implementation of particular features or integrations that align with both their requirements and our overall product direction. All updates are accompanied by detailed release notes and, for significant changes, training resources to help users quickly leverage new capabilities. This balanced approach to product evolution ensures that Solatis remains at the forefront of AI-enhanced productivity while providing the stability and predictability that organizations require for mission-critical tools.