Alan Baratz
Analyst · Benchmark. Please go ahead.
Yeah. So, I don't really want to talk about what our peers or competitors are doing, but I would highly encourage you to go ask them, which commercial customers they have, what real world applications they are working on, are these at scale or kind of experiments into whether the quantum system can actually do anything or not, and whether they've got any applications in production or not. So, I encourage you to go ask them that question. For us, as I commented a bit earlier and as John reinforced, the model is to start with professional services engagements to help build out proofs of concept that allow our customers to understand how our quantum systems can deliver value to their business operations and with a positive ROI. And then, once they understand that and are bought into it to help them transition those proofs of concept into production applications and then deploy them in production, at which point, we put in place a production agreement that is primarily quantum compute as a service agreement. So, it starts with a professional services agreement and then it transitions to a production application deployment quantum compute as a service agreement. And so, the work that needs to be done to effect the transition from proof of concept to quantum compute as a service is complete the PoC, help them benchmark it, help them understand the value and the ROI, help them understand how to move it into production and then support them in the work to actually move it into production. I will tell you that we expected at the beginning of last year that this process would move a bit faster than it actually has moved. So, while we were really pleased to see the transition to production starting in Q4. And we see that, we have the ability to move many more applications into production through the course of this year. It has taken us longer than we expected. But a big focus for us right now is how to shorten that timeline. And at Analyst Day, we talked a little bit about this when we described our verticalization strategy and the fact that we believe by focusing on specific use cases in specific verticals, we will learn with our customers how to, A, validate the value more quickly and, b, help them move into production more quickly.