I thought there was definitely a lot of vendors to choose from, a lot of different types of AI technologies. There was a good amount of overlap, so it did feel like some of the booths were a bit repetitive, even though they were different companies, they were often leveraging a lot of the standard LLMs in order to basically help do data analysis, but there were some also some very interesting um. Vendors that were there. if anything, it felt like maybe they were trying to pack more vendors in. So it is an interesting way to kind of get a global quick perspective on what's happening in the industry.