The Internet of Things and the Industrial Internet of Things continues to develop with advances in Artificial Intelligence and Machine Learning. New solutions offer cost savings, efficiency gains and improved yield that were not possible before. Startups like Tignis are leveraging these advances to optimize industrial operations and make Artificial Intelligence and Machine Learning available to almost any application. AI and ML, which have been widely deployed for consumer internet applications with great effect, will have to be completely reimagined for usability in the industrial world. A new approach that adapts AI/ML to the world of physical sciences is required to enable solutions offering cost savings, efficiency gains and improved yields not previously possible. Tignis is pioneering these advances to optimize industrial operations and make AI and ML available to almost any application where atoms rule.