Grid AI Opportunity PNNL is actively developing EVE@PNNL, a real-time AI-driven analytics platform and simulations to support grid operators. This positions them as a partner for utilities seeking advanced forecasting, anomaly detection, and grid resilience tools. There is opportunity to partner on pilots or co-develop solutions for energy reliability, demand response, and grid data security.

Battery Manufacturing PNNL announced the first US prismatic battery production line; this creates demand for battery materials R&D, testing, safety, quality assurance, and manufacturing process optimization. Potential customers include battery suppliers, OEMs, and utilities seeking advanced analytics, qualification services, and scalable test capabilities.

Irrigation Modernization PNNL and Idaho National Laboratory launched IrrigationViz to modernize canals and waterways supporting large-scale agriculture. Opportunities exist to sell water analytics, sensor networks, and decision-support tools to government agencies, irrigation districts, and agribusiness companies looking to optimize water use.

Critical Minerals Partnerships around red mud processing indicate potential for analytics in mineral extraction, environmental monitoring, and process optimization for mining and refining partners, suppliers, and equipment vendors seeking sustainable production solutions.

Security Data PNNL's expansion into the National Security Research Center and focus on AI-driven analytics, sensing, and monitoring signals demand for secure data platforms, simulation tooling, and risk assessment services aimed at government and defense contractors.