I don't think that OpenAI was gunning for a moment like this. I would argue some of Forte wrote the platform shift to us, the work we did in transformers. A lot of the underlying technology too, what I think changed the point of infliction is how ready users were. It's almost like that moment where you realize these technologies, they have pitfalls. They have gaps. But you realize you're at a moment in time where people are ready to use it. So that's the moment. And we realized it and we started working on it.