Robert Spignesi
President and CEO at Rapid Micro Biosystems
Sure, sure. I, I think that's a, that's a, it's a good question, Yuko. So yes, as you touched on, the EM is a higher volume type of tests where automation plays a role in, in automating a, a high volume, kind of repetitive tasks. Although the, the value proposition of, Growth Direct, I'll, I'll, I'll remind folks listening, is clearly full automation, but also, but also strong data integrity, data management, data security. And automation, even in a lower environment, a lower volume environment, is, very important for, a reduction, in errors. So while it, automation plays a different role, I would say, in a high volume setting versus a low volume setting, the data integrity, the, the, the, lower amount of hands-on time and just the improved quality is, is in- is incredibly important, again, in low volume or high volume.