Before the advent of large language models, companies proposed using machine learning for standardized underwriting and building templates.

“It's, it's, it's very challenging. And frankly, we've seen before, you know, even pre-LLM, there were, there were companies that were approaching the industry and they're saying, "Hey, you can use machine learning to do, you know, standardized underwriting or build templates."”