We're at the tail end of the year now, and we're just talking about what 2023 may hold for 1000ml and generally in the world of NLP.

So 1000ml has a suite of NLP and AI products that we called Apogee. The suite is comprised of just general text ingestion that can be documents, which is usually what people go for but also allows you to ingest any website or webpage basically whatever you want that has text in it, including.

The crux of it is that Apogee suite builds up a series of pipelines and APIs including a recommendation engine and relevancy engine API that allows all the tools that we build on top of it to utilize these engines to properly search for content. So you might think of things like, okay, well, I go online and I do a Google search and I'm looking for a flight or something. 

Imagine all kinds of descriptions, text messages, and emails that you send internally, giving you the ability to ask content questions. So imagine a use case like you're in e-commerce and you're looking for the right type of pants. Somebody's like, I need black pants, you can go all the way from like athleisure to like super serious, like tuxedo pants if you're a man.  So are you just gonna surface everything along the lines and how do you know exactly the kind of things that they're looking for?

ADA sort of allows you to ask your database, your text, anything. The curated data searching that we've done prior with just our semantic search is now getting a big boost, allowing us the ability to really ask the document things, so not just metadata things like who's the author, which basically any system could do.

When will 1000ml tackle as ambitious Witness Prep AI, come out of the world of us doing a lot of work in legal and judicial and deeply understanding the paradigms that exist there with the advent of us creating semantic search and then layering on ADAs so you can ask the content anything and you could read any content. So again, Witness Prep AI is all about ingesting a lot of things about a specific case or a specific area of law or kind of context that may occur. 

It's largely going to be an exercise for the enterprise world until we really understand how to maximize its value and use and then can reduce it to a point where it's then manageable for people who want it as an add-on into our main suite, whether that's for our regular B2C clients or for clients and customers. 

So that's a bit of a view into 2023 and what 1000ml is gonna be working on. It's still all about NLP and AI and mostly focused on Apogee Suite. It's our big framework and it's what we sell the most of.