How to Avoid Failure in IoT Initiatives

IoT initiatives and deployments, edge initiatives, things that are being deployed physically. The reason that they are failing is essentially the fragmented landscape that IoT is. And if you have a massively large global company that has multi-sights spread across different regions and countries,. You just made that problem much, much bigger. So these are some things that we're trying to address as future items which will make creation of digital twin more easy for our customers. But then we are essentially making sure that some of these fragmented approach that typically happens today on the edge devices can be addressed.