I think one of the very tricky things in the first month, six, 12, 18 months of building a new product is figuring out how fleshed out that product actually has to be. So there's not a clear cut answer. What is the fidelity of your MVP? Because the technology matters and the deep technological capabilities that we had to create and engineer in some cases invent, they really matter as well. One way to get around it for us was to instead of having these AI algorithms that are highly accurate that took many years to develop and perfect, we had an application where you had a human expert on the other side provide that level of expertise.

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