Proof over Promise Insights on Real World AI Adoption from 2025 MINDS Organizations 2026

Organization name Application Impact Schneider Electric AI-enabled microgrid systems for energy optimization and carbon reduction14% reduction in megawatt-hours (MWhs) and 28% reduction in carbon dioxide (CO2) per site/year across 97 sites $430,000 annual net savings at pilot site Siemens AI control centre for building performance and energy efficiency28% increase in comfort compliance 6.4% reduction in monthly energy cost in the first pilot deployment Siemens and EthonAI Industrial AI framework for quality control and operational excellenceOver $10 million projected savings 20 factories in rollout; expansion planned Inspection setup time reduced from days to minutes Early defect detection; zero customer complaints target Tsinghua University and ElectroderDemocratizing battery cell design and AI simulations3.6 times faster concept-to-prototype 40% reduction in material and energy waste University of California, San Francisco (UCSF) Institute for Neurodegenerative Diseases and SandboxAQAI-enabled discovery framework for neurodegenerative disease therapeutics Virtually screened 5.6 million compounds in weeks, narrowing the pool to 7,000 for lab testing; a 36-fold reduction in effort 36 times narrowing in weeks 30 times higher hit rates versus traditional screening AMD (Advanced Micro Devices) and SynopsysReengineering chip design with reinforcement learning and agentic AI2 times faster chip design 5 times lower costs Fewer defects, improved reliability CATL Physics-informed and agentic AI cell design platform for next-generation electric vehicle (EV) batteries46% reduction in prototype development time Increase in prediction accuracy to 95% $140.6 million reduction per year in R&D costs Cambridge Industries Private large language model (LLM) infrastructure and edge intelligence for urban maintenance and construction safety40% reduction in emergency road repair costs over 6 months Approximately $2 million reduction per year in maintenance costs per municipality 50% reduction in safety incidents China Huaneng Clean Energy Research Institute; Huaneng Jilin Power Generation, New Energy Branch; China Huaneng Group, Jiangsu BranchAI monitoring and control for renewable energy infrastructure and robotic intervention safetyIncrease in data cleansing accuracy to 92% 25% increase in data processing speed Autonomous intervention capability enables safe robot-driven emergency operations Over 90% increase in accuracy for small and medium-sized pointer and dial defects Deep Principle Agentic AI for materials discovery 500–1,000 times faster identification of optimal candidates via virtual screening Up to 50% automated materials simulations (from near 0%) 30–50% cost reduction for experimental formulation Landing Med AI cytology and telepathology system for population-based cervical cancer screening91% coverage across Chinese provinces 90% correct identification of positive cases, 6% increase from manual checks Five times more productive pathology screening National Institute of Clean and Low-Carbon Energy  Policy-aware AI forecasting for electricity, carbon, coal and certificate markets50% reduction in price forecast error versus existing methods 1% increase in forecast-driven trading optimization $14.06 million increase per year in revenueGeographical distribution and measurable impacts of 2025 MINDS organizations (continued) FIGURE 2 Proof over Promise: Insights on Real-World AI Adoption from 2025 MINDS Organizations 10