AI

We developed SANDI (Simulator for Advanced Neurodiverse Driving Instruction), an AI-driven virtual reality driving simulator designed to help neurodiverse teens and adults, particularly those on the autism spectrum, build confidence, learn driving skills, and overcome driving anxiety. SANDI leverages adaptive training modules and physiological feedback systems to provide a safe, structured learning environment. Our solution integrates advanced AI algorithms, real-time biometric monitoring, and data-driven performance assessments to personalize the learning experience.

The rapid growth of AI, data science, and GPU-based workloads has resulted in a "data explosion," creating a widening gap between well-resourced organizations and the majority who lack GPU expertise. This disparity is particularly pronounced in the $16.5 billion simulation software market and the $600 billion cloud computing market, where prohibitive costs and limited expertise often hinder impactful R&D.

80% of all business data is structured data in the form of tables and databases. Regulatory constraints like HIPAA, CCPA & GDPR make it difficult and costly to run AI, analytics, and software development workflows on structured data. With the synthetic data market projected to grow from $600M in 2025 to $4.9B by 2032 at a 35% CAGR, there is an urgent need for scalable, efficient, and privacy-compliant solutions.   

Shower utility waste costs US hotels $10B annually in water, sewer & gas. Plus, water & steam related building damage caused by aging fixtures and wasteful guest shower use cost hotels 10X more in repair & maintenance costs.  Studies from Lawrence Berkeley National Labs show that 70% of bathers leave their showers unattended for 2 minutes on average after their shower is warm, and 1 out of every 100 showers are left running unoccupied for over 4 hours.