From Navy to Legal Tech AI Cybersecurity and Leadership

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>> Daniel Gold: Welcome to BDO's Legal  Tech Talk podcast. We're joined by judges   and legal professionals to discuss  emerging trends, regulatory updates,   and the latest headlines. We'll  provide tips to help your law   firms and legal departments make  the most out of legal technology. >> Jared Crafton: Hi, everyone. I'm Jared Crafton,  BDO's Forensic Technology Practice leader.

>> Daniel Gold: And I'm Daniel Gold,   Forensics Principal and leader of the  eDiscovery Managed Services Practice. >> Jared Crafton: Let's get started  with this episode's exciting topic. >> Daniel Gold: And welcome back to another  edition of BDO's Legal Tech Talk. Today,  

we have a special guest joining us again.  That's right, again. We had the pleasure   of speaking with her briefly at the New York  Legal Week conference earlier this year in 2024,   and we enjoyed the conference so much that  Jared and I said we had to bring her back   for a more in depth discussion. Andrea is  a partner at Norton Rose Fulbright in the   New York office. She serves as the US  Head of Technology and the US Head of   eDiscovery Information Governance. I'm not  quite sure she has enough to do. We'll have   to talk to her about that. She's got over  a decade's worth of experience in the legal   tech space. Andrea has been at the forefront  of integrating advanced technologies like AI  

into legal practice. Andrea, welcome back  to the show. We're so glad you're here. >> Andrea D'Ambra: Thanks for  having me. Happy to be here. >> Daniel Gold: Well, when you were with us in  person in New York, we talked about a wide range   of topics. And for all of our Legal Tech Talk  listeners, they may recall some of the things   we talked about was Gen AI, because frankly,  who is not talking about Gen AI right now? But before we get into any of that, I really  would love to know much more about your   background. So can you fill us in? Obviously,  I've got the great bio brief on who you are,  

but if you, in your own words, Andrea, could  just give us a snapshot of your background,   who you are, and what you've been doing? >> Andrea D'Ambra: Sure. I started out in the  Navy. I went to the Naval Academy and then served   seven and a half years as a US Naval officer.  My last job in the Navy was working at the   Fleet Information Warfare center, which was the  Navy's sort of computer network defense command   at the time. So I got a little bit of exposure to  cybersecurity right around the year 2000 when Y2K   was coming online. That was a lot of fun. And then  I went to law school for three years at William   and Mary, graduated, did a one year clerkship on  the Eastern district of Pennsylvania, and then   moved to my first firm, which was Drinker,  Biddle, and Wreath. I always knew I wanted  

to do something related to technology because  I am generally pretty technologically facile,   but I wasn't quite sure what I can remember  selling. Somebody I was interviewing with that,   I wanted to do cyber law. And they said, that's  not a thing. And I said, oh, okay, well, that's   awkward. And now it is a thing. So that's kind of  nice. But I started out doing IP litigation and   general commercial litigation and ended up because  I understood technology, getting these really   massive cases where there were tons and tons of  documents and we had, we were using sort of the   first iterations of electronic review. So that  was pretty fun. Did that for 10 years. And then   David Kessler called me up one day and said, you  should come to Norton Rose Fulbright. And I said,  

well. And he goes, no, you have to come. And  I said, okay, fine. And really was the best   decision I could have ever made. Very happy at  Norton Rose Fulbright. I'm the head of technology,   which is not the head of it. Just so we're all  clear, I sort of help steer the firm's outreach   to our technology clients because I have a fair  number of technology clients. And then of course   doing the eDiscovery information governance thing  and also privacy and cybersecurity. Although for  

me on the privacy side, most of what I'm doing is  advising clients on cross border data transfers   and working on sort of international litigation,  as Jared may remember. And then also on the cyber   side, I am doing the data analysis of exfiltrated  data. So when hackers steal data from the company,   we have a process to very efficiently find the  PII personally identifiable information within   the exfiltrated data. And we can determine  whether we need to report on that or notify. >> Jared Crafton: So there  you have huge job, Andrea,   huge job. And as you mentioned, we have  worked together, which I've always enjoyed. But I'd like to ask you about the beginning  of your career. You served your country,  

so thank you for that, first of  all. Second of all, you know,   you were working, I believe you said, at the  Institute of Warfare or Warfare Institute. >> Andrea D'Ambra: Fleet  Information Warfare Center. Yeah. >> Jared Crafton: So I imagine tons  of data, right. Rigid hierarchy,  

right. How did that prepare you for  working at a big corporate law firm? >> Andrea D'Ambra: Interesting question. So  obviously I'm very familiar with the chain of   command and I do think that the skills I learned  as a naval officer relating to leadership and   working with both my peers and my superiors  and managing up and then also managing down   for the folks who worked for me, those were all  really useful skills and I think have served me   well working with my friends and colleagues  over the years and just having that exposure   to what back in 2000, the Navy was doing  to protect its systems against, you know,   all sorts of outside attackers. You, know, I, knew  the lingo, I understood that. You know, obviously   it's been a while, but, you know, now that we're  working on cyber events, some of it's coming back. >> Daniel Gold: You mentioned something  really interesting just a moment ago,   and you said one of the skills being in  the Navy was both managing up as well as   managing down. That's a leadership skill that  is worth practicing. It's a craft almost. And  

I think that sometimes folks that are within  organizations don't quite master that skill.   And I think it's a really important skill  to be able to effectively, most importantly,   effectively manage up. Can you talk a little  bit about some of your experiences of how you   honed in on that and why you realized that  was important, how you became better at it? >> Andrea D'Ambra: Oh, gosh, yeah. It's an  incredibly important skill and, you know,   it depends on the person you're managing up to,  right? I had one partner very early in my career   who was just very disorganized. Right. Wonderful  partner, did amazing work, brilliant even,  

particularly in front of a jury, but on a day  to day basis couldn't keep deadlines or any, you   know, any sort of things like that. So realizing  that that was a challenge for this partner,   I had to really sort of focus in on making sure  that, you know, I kept the deadlines and I kept,   you know, keeping this person on pass so that we  didn't run into any problems in other situations.   I work with another partner who, has particular  issues with conveying information in a way that   makes sense to the people that they're asking  to do the work. And so I'll take the associate   aside and say, okay, when you're told, you know, I  want you to write this memo, you write an outline   and you take it back to the partner and you show  it to the partner and make sure that they sign   off on it so that you're all on the same page  and you don't do a ton of work and come back   and then have them say, oh, that's not what I  was looking for. Right. So things like that,   where you just know, you know, we all have  strengths and weaknesses and trust me that I,   I have colleagues who manage me in great  ways. If you can sort of figure out what  

those strengths and Weaknesses are and then  help supplement that. Everybody's happy. >> Jared Crafton: I love your theory of management  very similar to mine. And I think, you know,   as we manage ourselves even right, we got  to manage those strengths and weaknesses.   We have to put ourselves in positions to  succeed. And whether that's, you know,   putting a brilliant minded but disorganized  attorney with a detail oriented attorney or,   you know, finding other ways, that's essentially  what we're trying to do with technology.  

Right? We're trying to maximize strengths and  minimize our weaknesses and get more efficient. Can you talk a little bit about how  you're personally using technology,   you know, to accomplish that with your teams? >> Andrea D'Ambra: Obviously, communication wise,  we're all using collaborative tools like teams and   obviously email. My kids think that my whole  job is writing email, which is only partially   true. But if we want to start talking  about Gen AI, I use it. Not to be clear,   I never put in confidential client information  into any Gen AI tool. But I am using it to. If I   want to say something, I will put into ChatGPT. I  want to write an email that makes these points in  

a way that is not aggressive. The parameters are.  And then I take whatever it gives me and I might,   I might tell it to, oh, well, make it more concise  or make it less flowery or give it this tone or   that tone. And it's really amazing to me how it  does it in a way that when I see it I then go,   oh, okay, I can take this. And I do a couple of  different edits and it's great. I recently did   it on a, doing a motion and I wanted to explain  a concept that is somewhat sophisticated, right,   To a judge that may not, you know, understand.  It's statistical sampling. You know how to do  

statistical sampling. And so, you know, I was  working with Chat GPT and I'm like, you know,   let's come up with an analogy here that is  going to really explain it in a way that is   easy to understand. And we went through a  couple iterations. He tried something with   cake. I was like, no, we don't want cake. But  we finally came up with jelly beans. You know,   you reach into the jelly bean jar and you  pull a random sample and then, you know,   you can generally tell, you know, what jelly  beans are in the jar. It was really something   that I'm not sure I would have come up  with on my own, but worked really well   and I was able to form it into something that  I think is going to be effective. We'll see. >> Daniel Gold: I'm fascinated by this.

Andrea, what do you think we are learning  about ourselves as humans when we go through   this prompt iteration. So, and what I mean by  that for everyone listening, is in order to   be able to utilize Gen AI effectively, we have  to be able to ask Gen AI the right questions,   we have to put in the right prompts. And so when  we narrowly tailor it to become more refined and   more specific, and we're talking about tone,  we're talking about pitch, we're talking about   stylistic changes. What do you think, Andrea?  That we are learning about ourselves as human   beings through this iteration process, this  exchange that we're having with Gen AI? >> Andrea D'Ambra: I think that we're learning  that we have a lot of shortcuts in our head   that we don't realize are there. When  I write the first prompt, I'm like,   it's so clear who could not, you know, understand  exactly what I'm saying? And then, you know,   ChatGPT will come back with something that's  not quite there. And I think to myself, well,  

I wonder how many other people out there don't  know what my shortcuts are right and might not be,   understanding what I'm saying. And maybe  I really ought to think about that too. >> Daniel Gold: So do you think that through our  iteration process with Gen AI, that we are somehow   learning to interact with human beings better  because we're asking humans better questions? >> Andrea D'Ambra: I think so. I really do. I  found that when I'm writing requests and emails,   sometimes I really sort of think more about the  language that I'm using and not trying to just,   like, get to the final ask and, you  know, maybe explaining a little bit   more about what I'm looking for than I  did before, but, you know, I think so. >> Jared Crafton: Well, if I may play armchair  prompt engineer therapist for a second,   you know, there's been a lot of talk of  tone in the last few minutes. Right. And  

if I may ask you a personal question, you  know, is tone something that you got a lot   of feedback on earlier in your career,  and now you're more cognizant of it when   you're writing these prompts because  you think it might be a blind spot? >> Andrea D'Ambra:Andrea D'Ambra A hundred  and zillion percent. I can remember being a   very young associate, and that was one of the  big things that was sort of the feedback that   I was getting. It was, you know, the tone's  not right. You know, you need to use gentler   language or more aggressive. So, yeah, and until  you just said that, I didn't even think about it. >> Jared Crafton: Well, I'm somebody who's  also had that feedback in my career. And I   also approach my prompt engineer in the same  way. And I think, you know, this is just a  

great example of how powerful, powerful this  technology is. And going back to the theme,   it's how we maximize our strengths and minimize  our weaknesses. Right. If we know tone is an   issue for us, we now have a way to check that  without going to another human being, which   is it's increasing my efficiency a ton. And it  sounds like it's really working for you as well. >> Andrea D'Ambra: Yeah, there are just times  when I don't know the words to. You know,   there are people, brilliant people out there who  are at, PR firms and things like that who know how   to write the crisis communication, and they know  how to use the right language, and I know how to   use language, and I'm very, you know, I think I'm  fairly persuasive when I'm writing, but there are   times when, if I'm asking for a difficult thing  or it's an interpersonal thing, that I can go to   ChatGPT and I'll say, write this email to this  client asking them to pay the bill, because they   haven't paid it yet. You know, something like  that. And it'll come back in an. It's in a way   that I wouldn't have been able to craft myself.  or if I did, it would have taken me, like, many,  

many iterations. And like you said, sort of  going to somebody and being like, does this   sound good? But, yeah, it's shortcutting  a lot of that, I think, to bring it back. >> Daniel Gold: To some of, what Jared said,  by the way. Jared, I may use that expression   armchair prompt engineer, therapist. I like  that a lot. That was really good, Andrea,   earlier in your career as well. One of the  things that I noticed with a lot of leaders  

that Jared and I interview is that, there's  a lot of lessons learned. And you talked   about a couple of them managing up. You talked  about tone. Are there other things that you've   learned along the way that have made you the  effective leader that you are today so much? >> Andrea D'Ambra: You know, certainly   in the Navy, I learned a lot about how it's  really important for everybody to feel like   they're part of the team and that we're all  sort of in this together and it's not, you know,   go away and do this thing and don't bother  me. Certainly I've learned a lot about taking   ownership of things and making sure that,  you know, I, think that was one of my real   strengths when I was an associate in particular,  is that, you know, if there was a brief and it had   to be out by midnight. It was going to get out by  midnight, you know, no matter what. I think that   served me very well. There are probably a million  things, but those are the ones that come to mind.

>> Jared Crafton: You mentioned ownership  and, you know, given your current role   and the work that I know that you do,  which is under heavy, heavy deadlines,   right? You have reporting deadlines, regulatory  deadlines, all kinds of deadlines. Could you   expand upon the ownership of tasks, point a  little bit more? Because it's just so critical,   right? When you have these deadlines and  there's so much pressure to get stuff done,   you know, how does owning that, you know,  really make a difference for the team? >> Andrea D'Ambra: In a couple of different ways.  I'll talk about sort of our cyber events. We   actually will divide up the tasks and we have this  document where we basically outline, okay, this   is what everybody's doing on the team. And Chris,  who's one of our partners, he's the global head of   our group, he will handle all the investigation  remediation because he's brilliant at that and   just really knows all that part of it. But he'll  leave the data analysis to me and my team. That  

allows us to work both cooperatively but also,  you know, on different silos so that we're not   putting off things that could be done now while,  you know, they're dealing with the investigation,   remediation, parts of it. And the ownership really  comes down to if you have people on your team who   are taking ownership of the tasks, they're going  to get done and they're going to get done on time.   And if for some reason they don't believe that  they're going to be able to get done on time,   they're finding the resources to fix that problem,  right? Because our deadlines, as you mentioned,   are not ones that we can push, right?  They're ones that we have to meet. You know,   people don't thankfully come to me and say to me,  well, you know, not going to be able to get this   done. High five, good luck. Our team is really  responsive and really comes through in the clutch.

>> Jared Crafton: Could you talk a little bit  about how that trickles down to your vendors?   Because I know that, you know, you are reliant  on vendors in some of this process. You know,   so how does that trickle down?  You know, you're owning it,   but you're still reliant on some people  that you don't really have control over. >> Andrea D'Ambra: It's a challenge. But I  will say the vendors that we work with, that,  

you know, consistently that we go back to are  the ones who also are taking ownership of their   parts of the project. And that's something  that I really appreciate. And it goes,   you know, not only to making deadlines, but  being proactive about, you know, if there's a   problem that might come up on the horizon. Right.  And making sure that when there is a problem,   that it's about fixing the problem and not  avoiding blame or placing blame, you know,   that sort of thing. But, you know, let's fix  the problem and learn from this and move on.

>> Daniel Gold: Legal teams are  struggling to manage resources,   maintain compliance and adopt new technologies.  BDO's legal operations team can help we enhance   efficiency, reduce costs and support  compliance. So you can run your legal   department like a business. Schedule  a meeting with us today at bdo.com. How do you end up with a role,  Andrea, that has, like, probably   this, the most important and pressing issues tied  to the legal landscape? I mean, that's to have   so many various different aspects, Andrea, under  your title there, that has to be a lot, correct? Andrea D'Ambra: Yes. Although it's  funny, my practice on a, you know,  

month to month, year to year basis will  swing somewhat dramatically sometimes. Jared,   when we were working together back in 2022,  I think I was like 75% cyber at that time.   Right now I'm like maybe 15, 20% cyber.  And most of what I'm doing is eDiscovery,   information governance and privacy. There are a  few of us who sort of span a couple of different,   you know, sort of the four categories of  stuff. And then other people in our group are,  

specialists and just do, you know, cyber or  privacy? the discovery people tend to be a   little bit more fluid just because we can help out  on different parts of the cyber and privacy stuff. >> Jared Crafton: Have you found  ways to incorporate Gen AI in your   work? Because I know last time  we spoke and I think, you know,   your answers thus far have all really been  on the personal side. Right. You're kind of   playing around for emails you're writing  and this and that. But has there been any   advancement in terms of actually, you  know, contributing on projects with it? >> Andrea D'Ambra: Well, the motion, you know,  drafting that sort of section of the motion was   really helpful and that was work related. And  then sometimes I'll put in cases and ask it   to summarize the cases. Part of what you have  to do when you're using any of these AI tools  

is make sure that the summarization is actually  accurate. Right. So sometimes you'll look at it   and you'll say, I m don't know if that's right.  Or sometimes it will miss a nuance. I always   say it's great for a first draft, you know, and  then, you know, you sort of move on from there. >> Jared Crafton: Well, actually, one of  the things that we've been playing around   a little bit is finding ways to do some bigger  projects in Gen AI. That's going to take multiple   people working on and collaboration in the  tool, which has been proven to be a little   difficult for us in figuring out how to, you  know, kind of chunk out the pieces of a big   project and then bring them back together  and check all that. So I'm curious if you,   you tried any of that yet? You know, do  you have any advice from that perspective? >> Andrea D'Ambra: I really have not done any  big projects with it at all yet. You know,  

we're still testing out various AI  tools within our firm. You know,   on the ediscovery side, there, is a lot of talk  about, you know, various AI tools. Obviously,   we've used rudimentary tar, you know, for 14  years, something like that, at this point,   you know, these new sort of generative AI tools  that can summarize transcripts of depositions,   things like that. That's interesting, too. I  haven't used it, but a colleague of mine was using   it and he said that the summarization, it's good.  It does a good job of sort of, you know, giving   you an overview of what was said during. But it  doesn't call out like those important, you know,  

smoking gun moments in the. It doesn't recognize  that that's a really important point that they   made. So it might sort of brush over it. I've  used it personally, I haven't used it in work,   but the AI summarization of meetings, you can get  assistant to, summarize what your meeting was. And  

what we found was that it does an okay job. It  doesn't really always get the context. When we   were discussing it among our group, we were like,  we need to get better at prompt engineering. When   we're in the middle of our meeting and saying  stuff like, oh, an action item for next time   would be, or, you know, that sort of thing. We are  just at the very beginning of what this can do. >> Daniel Gold: What do you think, Andrea,  the attorney's responsibility is? And when   you're talking about summarizing case law,  and it missed some of the salient points of   the case law. Many lawyers may not think what,  how you think or what you think about Gen AI   and may just summarize it. To summarize  it and be done with it and drop it into  

A brief. But do you think that they've got a  responsibility here to take a look at that? >> Andrea D'Ambra: 100%. 100%, yeah. In fact,  courts have come out and said that. So you can't   rely on it to do your work for you without  supervision. Just like you can't rely on,  

you know, your subordinates to do work for you  without supervision. In the same way that I have   to check, you know, the case law in the brief  or the motion I'm writing when, you know, my   associate gives me a whole bunch of stuff, I have  to do that with Gen AI and I better do it too. >> Daniel Gold: So that's interesting that you  say that. It's odd that many lawyers have not   picked up on the fact that there is this, under  the rules of professional responsibility 5.3B,  

to oversee non-lawyers. And we're  going to call Gen AI non lawyer   for a moment. But you've got cases like  Mata versus Avianca, Park versus Kim,   People versus Graybill, Cruz versus Carlin, Smith  versus Farwell. I mean, all within a year have,   all talked about attorneys not checking these  hallucinated cases before putting it into a   brief. And now it's there, codified in public  records forever. How do you feel about that? >> Andrea D'Ambra: I think it's unfortunate.  I think that some attorneys, I think,  

give Gen AI too much credit and maybe think of  it as a panacea to their detriment. Obviously,   there has been a lot of discussion among  the various courts out there about whether   they should pass some rule that you have to  disclose if you're using some sort of AI tool   in your briefing and stuff like that as a way  of dealing with this. And I really don't think   that's necessary. I think that you, know, I  was a clerk a million years ago. We didn't   have Gen AI. But I will tell you that there  were lots of hallucinated cases and even then,   and you know, cases that were cited for  things that they didn't actually stand for,   things of that nature. So. And there were  ways of dealing with it then. Right. You know,   so I think the court has the power to deal with  it even now, but I think that some of the judges   aren't as familiar with these technologies. And  it's sort of, a reaction, an immediate reaction,  

to sort of try and address this. Hopefully  we'll all get more comfortable with it. >> Jared Crafton: To me, the promise of Gen AI  is really bridging the gap with laypeople and   sophisticated technology. And obviously  that's a spectrum. But for me directly,   I build A lot of complicated dashboards,  right? And these are dashboards that we   can train people to use and some people are  more comfortable than others and, you know,   are happy to get in there and click around,  but you can get lost in these things and being   able to ask a dashboard a plain English question  and get back the answer you're seeking to me is   just completely game changing. It's really  bridging that gap with technology that,   you know, I'm most excited about. And you've  made a couple points on this podcast that have   really made me think that, you know, it's  not just the technology bridging the gap,   that we have to bridge the gap as well. When  you mentioned a few minutes ago that, you know,  

in your teams meetings that you would like to  start, you know, more explicitly saying this is   an action item or this is a follow up, I mean,  that's a great example of how the technology   is starting to nudge the human behavior a little  bit to help bridge that gap. I love that point. >> Andrea D'Ambra: Just to clarify, we don't  use it in our work stuff. That was in personal   stuff. We have a lot of clients right now who are  considering whether to allow AI summarization. You   know, when you see the outputs that are coming out  right now, I'm not a fan, because it's creating a   record that is not necessarily accurate. And  you may be under, you know, if you happen to  

be talking about stuff that is subject of a legal  hold now you've suddenly got this obligation to   keep something that isn't accurate kind of a big  concern. But I'm sorry, you had another question. >> Jared Crafton: Well, it's  really about bridging that gap,   right? And you've given us a few examples already.  I'm just curious if you've given that any thought,   you know, to how, you know, you and  your team are going to work with   the technology and how you're changing  your behavior because of the technology. >> Andrea D'Ambra: I think that we are thinking  about it a lot, you know, ways that we can   leverage it. I think that there's a lot of hope  that down the road we're going to be able to   say to the generative AI tool, go out and find me,  you know, all the most important documents related   to this claim or that claim and give me a summary  of them and, you know, cite to them, that sort of   thing, and that it will have a good understanding  of what's important and what's not. Right? That   sort of distinction, which I think is something  that, quite frankly, you know, Gen AI is a baby   right now and it's going to grow and it's going to  learn and it's going to get, I think, a lot better   at that, but it's definitely not there. Now, my  one colleague was using one of these generative  

AI tools, and she told it, go out and find the  document that supports my opponent's position.   And it came back with a document. She was  like, oh, my God, this is terrible. And,   you know, she was really freaking out. And  then she opened the document, she's like,   oh, it's their complaint. Like, you know,  it's got a ways to go. And then how do you   validate the results you're getting? Right.  So much of what we do, we have to validate,  

and so we have to figure out ways to  validate that isn't doing all the work   all over again. Right. Because now that's  not really saving you any time or money. >> Daniel Gold: If you take what Jared asked you  just a moment ago and you really expand upon that,   just even more, there is this question that's out  there right now about how much should an attorney   actually know and understand about what's in this  black box of gen AI? So, I mean, think about some   of the concept we're talking about. For those  that are listening that may not be familiar. Some   of the things we're talking about is technology  that's compounded. It's built upon and layered   upon one another, really. From the 90s, from  the 2000s, we're talking about natural language  

processing, natural language interfaces, we're  talking about information retrieval algorithms,   query understanding, document indexing, all  this amazing technology that was invented 80s,   90s, and 2000s, all led to. And obviously having  the technology where it is today, the speed and   the machines and virtual servers we could spin  up, et cetera. We're now at a place where all   that research and all those algorithms and tech  can all come to fruition. Now in generative AI,   I wonder what your thoughts are on, an attorney's  need to understand how that black box works,   what's inside of it. Because when. And  you mentioned it before, 14 years ago,   we were talking about Technology Assisted Review.  I'm not quite sure we are farther along, 14 years   later, Andrea. And an adoption of Technology  Assisted Review. But yet here we are. We've  

talked about this with several guests on the  podcast before, yet here we are talking about   generative AI and everybody's doing it. But should  we understand it as lawyers, what's behind it? >> Andrea D'Ambra: I don't think it's necessary  for us to understand the algorithm. right. The   nuts and bolts that are in there and how  they work. But we do have to understand  

how to validate the results. Right? And it's the  same with tar. It's not necessary to understand   exactly how TAR does what it does. I finally  think I understand how it does what it does.   I don't think it's necessary. But you just can't  throw a bunch of documents in there and, you know,   take the output and you're done. Right.  You have to be able to validate the end  

result is accurate and is, you know, what  you were looking for. And that's what all   those cases came out. Right? All those cases  related to not validating the result. I think   that even in the tar, I can remember very early  when TAR was coming out, some vendor was like,   okay, you just throw all your documents in  there and then, you know, code a couple,   and it's going to spit out all the responsive  ones and you're done. And I was like, hey, that   seems like a big lift, having to do statistical  sampling to make sure that everything is as it's   supposed to be in the generative AI set. You're  really going to have to go back and look at what   the information was that generated the result  and whether or not it's actually accurate. >> Jared Crafton: Andrea, it made a ton  of sense, and this has been an absolutely   fantastic conversation. Thank you for coming  on again. It's a pleasure to have you.

>> Andrea D'Ambra: Oh, thank you. >> Daniel Gold: Thanks for joining  us on BDO's Legal Tech Talk podcast. >> Jared Crafton: If you're enjoying  these podcasts, don't forget to rate,   review, and subscribe for more episodes. >> Daniel Gold: Head over to BDO.com  for a list of all of our episodes,   transcripts, resources, and how to get in  touch with us to continue the conversation.

>> Jared Crafton: Until next time, this has  been another episode of BDO's Legal Tech Talk.

2024-12-15

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