Hi there, my name is Ian Duke. I use he/him pronouns and I direct Equalysis. A lot of legal investigation relies on a ton of manual review and manual entry. To scale a lot of these racial justice social justice efforts, it's almost a necessity to apply machine learning and AI. We have a lot of general use tools, like transcription apps, databases that we've collected where we can preprocess data that would maybe take like three months in a matter of three days. I definitely don't think AI solves all of humanity’s problems like, you do not want to have an AI lawyer. But there are basic processes in machine learning that can be you know, manually reviewed and verified by legal teams that really increase the efficiency. So this isn't just plugging something into ChatGPT. This is like going deep into the actual math of sentence embeddings to make a product that's specifically tailored to a case and much more reliable Best possible outcomes for me is having an investigator or an attorney say that they were able to analyze something that they weren't able to look at before Equalysis services.