Hello, everyone. Thank you for joining us today for our IVC specific webinar in collaboration with Single Pets. I'm pretty sure a lot of you already know me.
I'm the person from Single Pet that spams your inbox. For those of you who don't know me, I'll be the one who will spam me in the future, right? So, just to introduce myself, nice.
To meet all of you. My name is Bianca, and I am the IVC signal Pet team lead. Just to give you guys a bit of a background, I am a 2016 VET graduate from South Africa.
And I have been with Signal Pet since 2020, where I started, with the help of my team to help train the AI and develop the test panels that we have for today. I have subsequently been in charge of the implementation team. And I'm basically the person that helps you guys basically use the platform to the best of your advantage.
I am joined today by our IBC colleagues, Doctor Lucy Rivett, who is the clinical director from Summer Hill Veterinary centre. And then also, you guys will see Doctor Tony White, who is the clinical director, from Wood Street Veterinary Clinic. Doctor Lucy, if you can just give us a few words about yourself, and then Tony, you can follow, please.
Hi there, so my name's Lucy Rivett. I work at Summer Hill Veterinary centre in Fakenham in Norfolk. We're a single site, first opinion, small animal practise, 6 vets doing our own out of hours work.
I qualified in 2021. I've got qualifications in diagnostic imaging and and ophthalmology and I'm currently studying for further qualification in CT. We joined IVC 5 years ago and we've been using Signal Pet for the last 18 months.
Hi, yeah, I'm Tony White. I'm one of the clinical directors at Wood Street Vet Hospital in Barnet. We're a main hospital with 4 branches.
I think there's about 17 vets in total. And we've been using Signal Pet for I guess about 8 months, 9 months, something like that. Yeah.
All right, thank you guys. All right. That's it, there we are.
All right, guys, so basically, just a quick background on the relationship between IVC and Signal page. This basically started about a year and a half ago, and we were approached by IVC because of this phenomenal technology that came onto the market regarding AI technology that will help our veterinarians to kind of screen the X-ray radiographs, right? We conducted a trial in more than 20 clinics, and we basically decided to, to do a study, and these are the benefits that we concluded from this, study.
Obviously, the whole programme had been designed to help you as a veterinarian and also to obviously as a as a a veterinarian try and increase your staff satisfaction. But we also found that it's, except for just these two benefits, there also was a significant financial impact that Signal Pad contributed to each and every one of these clinics. So, the trial obviously had been received very enthusiastically, and then we decided to do a big roll out across the UK and we subsequently then rolled over into other parts of Europe as well, and that's basically where you guys come into play, right?
We also decided as as part of our agreement with IVC just to do a bit of an extra study. And what this study basically was, is a study that we conducted with Dr. Tobias Schwartz, and this study aimed to investigate the accuracy of a radiologist versus artificial intelligence.
We really yielded really significant, results, and it had been found that Signal Ray had been more accurate as some of our radiologists. So we really received this information as, complimentary to the services that we'd like to provide. All right.
So subsequently, just a bit about Signal Pit itself. We have been founded in 2018, and we just, we started our rollout in 2020 just, prior to, to COVID. And we like to pride ourselves as being, medtech pioneers in the sense of that we were definitely the ones that started with, with veterinary AI, right?
So, subsequently, we had a big roll out across the whole. The Americas, and then obviously we're now trying to, with the help of you guys, obviously take over the rest of the world, like little minions, and roll out across, you know, kind of Europe as well. We have a few headquarters, obviously the biggest one being in Dallas, also San Diego, and we have a presence filed as well in Tel Aviv, and South Africa as well, which where the biggest or the most amount of training for the AI also then then happens.
Subsequently, without, you guys, we won't be as active as we are, as we are just yet. . We are active in over 2000 hospitals currently, but why that is significant is because we get to analyse over 3 million radiographs annually.
And as much as I like to think that is how many pets that we are helping each year, that very much is you guys also contributing to the help of developing the AI because we then in that way always, also has one of the biggest veterinary databases. All right. So why did we start with, with signal pit, right?
We kind of identified a somewhere a gap in, in veterinary science where we thought, all right, there are some challenges that we, as veterinarians face, right? Admittingly, I wish that we had this technology when I was a, a, a new grad. If I, like when I started with signal pet and I understood a bit more of radiology.
I kind of figured I had a few clients that I had to phone back and be like, oh, I'm so sorry about this, you know, that kind of diagnosed it wrong. So that is very much kind of a point that I would like to, to highlight. It's very much where.
Diagnostic confidence in our vets aren't always, on the same level. And the reason for that being, obviously, is that when you qualify, you're meant to be exceptional in all fields of veterinary science. But unfortunately, it just doesn't work like that.
Radiology definitely was not my strong suit, right? So we identified this as a very big challenge, especially with your new grads. And that very much goes hand in hand with a few things.
You sometimes are also alone in a practise, whether it be after hours or it's it's a very small practise with one man rotation system, . We don't have anyone there to help you just to confirm your findings. That also goes a bit hand in hand that we as humans don't like to agree on a lot of things, and that's even worse.
So radiology is also very subjective, right? So we kind of identified a few areas which we thought could, we could kind of pinpoint and try and elaborate on. So what we have been done.
Because we've created a few, a few products, right? So a lot of you would be very familiar with Signal Ray, which is basically our full body product that we've, developed. This product then obviously has 3 modules associated with that, but I'll go into detail with that just now.
We also have our dental interpretation as well, dental smile, which we hope, a single smile, which we hope will be rolled out pretty soon. And then I'm gonna chat to you guys about something very exciting that we've just recently released called Signal Chat and Signal Consult. And this is basically our way of trying to combine human intelligence and artificial intelligence to make optimal healthcare or optimal pet healthcare decisions.
OK. All right, so as I've explained, we have 22 products that we've released, with one being obviously signal smile, which is the dental part of it, and then obviously the full body. So basically, how the product works is that we've we've produced 3 modules, thoracic, abdominal, and musculoskeletal.
And we've designed certain test panels that we thought were the most common presenting complaints that you will see on an everyday basis. All right. The whole idea behind signalled is to basically give you as a clinician, confirmation on the things that you most probably already know, but also there to kind of point out the things that are a bit easier to miss, right?
So this list, and I can tell you guys, since I started, has expanded so phenomenally, and it's quite exciting to see because this just means that this technology is very dynamic, it's always evolving, and very much a lot of these developments are due to you guys obviously giving us feedback and obviously because of the database that we collect from you guys. So this list is ever expanding as we go along. We also have a few exciting new features associated with these test panels, but we are currently also doing a very big drive to, expand, some of these test panels, obviously, due to some feedback that we've got from you guys.
So I'll show all of that to you guys just now. All right. All righty.
So, just to give you guys a bit of a, a basic idea of how the platform works, as soon as a clinic or a clinic signs up with us, they will all, each one of them will have an account, and this is basically what it would start to look like. This is your patient platform, right? The main thing about this patient platform is over here, and this is where Signals get allocated with regards to the test panels and the list of capabilities that the AI has, right?
So this is basically a broad overview of everything that has been found abnormal for a certain study. All right. So the basic overview of this platform, obviously here on the left-hand side are all of the images submitted for this study.
And then up here, we have a bit of an editing toolbar. This is basically just to play around with, with the contrast. All right.
But on the right-hand side over here, this is where all of the fun stuff regarding signal plate happens, right? So, this is a very automatic process. You don't only have to preempt which views, which, yeah, which views or which test panels you aim to have analysed for a certain study, .
This is, like I said, it's very automatic. It's meant to very much fit into your normal workflow without you having to miss a heartbeat, right? So this is where the AI then goes and analyses within that list of capabilities, everything that is able to see for a specific study.
This is then basically done, . Through assigning them either as being normal. Or abnormal with these bars.
As I've said, this is a very automatic process. All right. What it then also does, and, and what we try to aim to do is to also provide a bit of extra information, especially for your new grads.
So you guys will see for each and every one of your abnormal test panels, as long as soon as you select any one of those, it will give you a bit of a, a better idea and understanding of what it is that we taught the AI to look for, right? So The main thing about the platform is to understand that the AI is not there to diagnose, because as much as I wish my little programme had its own vet degree, it definitely doesn't. And that's where you guys come into play, right?
You have the clinical experience and you have the settlement and history to paint a bigger picture. The AI is definitely there to be used as a diagnostic tool to aid you in this diagnostic thought process, right? So we are there to, to kind of illustrate and to give you a better understanding of why this had been called abnormal, and also just find like a few Differential diagnosis for this specific test panel.
All right. What the AI then also does, obviously because it assigns these test panels on a study base, it will also then tell you exactly in which one of your images. This had been called abnormal.
So you will see a red bar like this correlating to image number one, and they would tell you because spondylosis had been called on this image and this is where it's been detected, right? . What we have tried to do is to give you guys some leeway as to how many images you get to submit for study.
And the reasoning behind that is to, to accommodate you as well with regards to post-op radiographs. So, had you had done a thoracentesis, an X lab, TPL placements, any of those, if you submit those images for a specific patient within 18 hours, that will then also illustrate as one study. All right.
So this is where the AI then obviously assigns these test panels as as on a study base. All right. As you guys will notice, we also have a very, very cool function.
This is my favourite part of of the platform. There's a little masking function over here. So what we are busy doing is we are applying this little masking function to a lot more of our apps.
For those of you who have been with signalled for a few months, you will notice that we have expanded this capability from 6 to at least 13 test panels, and we're definitely not stopping there. So this masking capability we found, help our clients even more in in identifying where these lesions are detected. And in order for you to determine where these are, you guys will see there are these little three domino dots over here.
That will then highlight or either take that away for you guys. Right. All right.
So, the main thing about signal pets and how we wanted to get this integrated into the workflow is very much there to get your client involved in the conversation. So the pet parent, right? And we've decided to do so by also having the AI generate a report for each and every one of your studies.
So very much if you have the platform already, you'll see if you've used the in the latest last few weeks, sorry about that. You will notice that this had been updated, we decided to give the platform a bit of a face lift because it's really looking sad at some stage, and you'll see obviously the reporting button, right? So if you select on this button, you will see a report generated for each and every one of your studies, right?
So, like I said, as much as Signal Pitt is for clinicians, the report is not. All right. Even though this gets sent to a backup email address for each and every one of your studies coming through, this report and its purest form very much is there for the pet parent.
You guys will notice, it has a very, familiar feel to it. And it's very much because we want to give it a kind of a blood work feel to it. And to give it a format that will make it easy for your clients to understand, because radiology is quite a difficult discipline to understand and to relay information for, right?
So we designed a report like this, and the main idea behind it is very much just to illustrate normal versus abnormal for a client. What is very, very important about the report and how to access it on the platform is the fact that you can edit this report, right? This reporting structure, makes it a lot more significant, for your specific case, right?
So you guys will probably notice for those who already know, that certain of the test panels definitely do get flagged quite often. And one of those specifically would be spondylosis. And that's very much because we trained the AI to look for radiographically significant changes.
Whether it's clinically significant would be up to you as a clinician, with your presenting complaint, with your signalment, and all of that history taken into consideration, right? So, why this is important is because you can then actually edit this report, right? This will obviously be how you would gauge your own client.
This is not something the AI will be able to do for you, but what it means is that you can then decide you either have a client who would like to see everything that has been tested for their specific pet, in which case you just leave it like this because you can see there's quite a bit of information on him. But then you also then get the flip side of the coin, and you get clients who get a bit overwhelmed by too much information and they jump on Google and it's a it's all freak show. So in that case, you can then decide to to kind of philtre this information and just Decide what you actually want to relay to them.
So let's say, for example, in this case, you feel that spondylosis, yes, have been flagged, but this patient is not clinically presenting for this. So maybe in this case, it would not be ideal to illustrate this information. You can then deselect that manually, or you can decide to maybe illustrate only your abnormals for this patient and do it like that.
All right. The reporting structure of this, of the platform really becomes really comes into play when it comes to the little summary box. This is where you will be able to then add in what your next steps are, what your actual final diagnosis is, etc.
And this is where you will have that conversation with your client, because it becomes a concrete, piece of paper for them to be like, OK, this is what is happening next, or this is what has been found. So I really, would like to encourage you guys to use the editing platform because it also then, enables you to, to kind of add the images to your report as well. Because we figured, you know, clients like pictures.
So if you can add these pictures as well, you can then decide how much of that to add. So you can go to the select images. And then select or deselect whichever ones you don't feel like having a conversation about.
And like I said, this is becomes, becomes very important because this is thing where you have the, the ability and the control on how to to manage your case with a client. That then also being said, we wanted to make the platform very convenient to use for you guys as well. So you can also share this, whether it be digitally to either a pet parent or a referral.
So you guys will see there's a little envelope like this. And this will open your emailing forwarding platform where you can then forward this, like I said, either to a client or to your pet parent. We also have a few templates added to this platform as well.
In this way, you can then decide to decide to forward via JPEGs or Dicoms. Obviously, dicoms are higher quality, and then you can decide which one of the images to also to send. All right.
All right. So then just a, a few interesting new features that we have, rolled out in the last month or so. If you guys need some clarifications on some of these test panels that have been assigned to your study, you guys will see we have a little button here called medical clarifications.
And if you open that You will see it will bring up this little chatbot over here. So, I, I'm very proud of this little baby child of ours, because this is where you guys will get connected 24/7 to any one of the signal pet vets. And the whole idea behind that is to give you guys a support structure, That will make it easier for you guys to get clarifications should you have any questions on any of the test panels, or if you just wanna kind of get a confirmation on a confirmation, right?
I would really like you to encourage you guys to please use this medical clarification button. That is also the avenue I would prefer you guys to shout at me at should you be unhappy about anything that the AI, has assigned as a value. And that's basically a way for me to also understand where the need is and also, put all of that feedback back into the AI's training.
So this is a free service and like I said, it's to connect with any of our veterinarians. Just, just know, it's not a consultation. I really recommend you guys use this.
But then speaking of, We also have a consultation service that we also just started. You go, if you guys select actions, you go to consult. This will then give you guys the ability.
To then request a consultation with any of our in-house radiologists. We are not, pushing for the service, and we really would like you guys to still use the CT should you want to. This is just very nice to have as well, as kind of a backup should you have any other issues.
But it also has a turnaround time of 24 hours and it's a chargeable, service at $25 a study. All right. All righty.
That is basically the platform in a nutshell. Just let me go on. All right.
I thought I would give you guys just a, a few examples, that I thought were actually quite clinically impressive. This was a 4 year old Scottish terrier, and this patient had presented for inapetence, sluggishness, and a loose stool for about 2 days, right? So very obvious to to kind of see single painted diagnose to populations of small intestine and also obviously this gravel-like foreign material.
But what really caught me about this this study is obviously because this patient had been submitted because of enteric distress, the whole idea behind tunnel vision might have come into play because what else can you guys see on here? I see that. So that is what I really appreciate about the platform then as well, for the mere fact that you might be screening for something very specific, but then the AI then also detects other pathologies within.
With, with a patient. So it makes your whole workup, a lot more complete, if that makes sense. OK, I see.
OK. All right. Just another example that I also felt might have been quite significant, was of a six year old female German short haired pointer.
And she had a history of intermittent front limblines. And then obviously, a whole leg X-ray had been done of all the different aspects of the front limb. And what I really want to point out over here, is that all the AI's ability to take very, very subtle findings.
So, obviously this is of the front, front paw. And what really struck me is how very subtle this little bone cyst over here is. Which makes it really, really significant, to this case finding, obviously, like I said, it could have been something that you're not necessarily screening for, but the AI then also detected this.
Right. I am then first gonna go hand over to my two colleagues to just basically give you guys a bit of feedback on, their kind of experience with, with signal plates, and how they had found the technology. So first thing Lucy, I'll hand over to you.
Hi there. Yeah, so as I said, we've been using it for the last, sort of 1818 months, and I really love it. I find it incredibly easy to use.
When we say the, our, our images after taking them, literally by the time we've walked out of our X-ray room, into the, the staff office, they're there, with the interpretation. As a practise, generally, we're quite collaborative and we talk about X-rays a lot. But where it's really come into its own is if you're, if we've got, especially newer, .
Newer vets, on call overnight because of doing our own out of hours. So it just gives them that little bit of confidence that what they're thinking is there, is there. So it's, it's a second opinion.
It helps support, you know, support what, what you think's going, going on. As you've mentioned, with all the signals being, being looked for, rather than focusing on something, you know, it, it picks up. The common things are things like spondylosis, maybe slightly large, better heart score, but, they may not be necessarily relevant at that point in time, but Would be useful for general kind of conversations going, going forward, forwards.
Because of it being the platform it is that it's kind of, you know, you can access it from any, any internet, connection. It's great when our new graduates are on call. If they've got an X-ray, they, they want to share with us, we can just log in anywhere, to get to it.
Really easy for, for, for sharing for, for those second opinions. What, what we really like is it's, it's tool from a, from a teaching point of view so. So, I'm the GDP advisor for our, our two new graduates.
And so when we sit down to have a, a case discussion, again, it's really easy to get up any X-rays that we want for any cases to look through and to, to comment on them. The thing that our head nurse really likes, for our, because we're veterinary, veterinary nurse training centre, is how you can search for signals. So along the, the main home page, as well as searching for an animal name or a date, if you're trying to remember, trying to find a particular image, if you put a, a signal in, so.
You know, gastric foreign body or or whatever, then it will get up all the studies that you've got with that. So it's, it's really invaluable from a, from a teaching point of view of just showing lots of different variations of the, of the same, the same thing. The, the report, we really like, so often one clients like to have, you know, have X-rays of their pets, whether they can fully understand what's, what's, what's going on isn't, isn't always the case, but with the report and the description, it really aids their understanding.
They don't take everything in when you're, when you're talking to them. And I really like the way that you can tweet the report. There's some clients who would really benefit from all the information in there, and there's others that you, as you said, Bianca, you just don't want to, to bombard them with, with too much information.
I think clients like the idea of AI technology, you know, it shows that, you know, as, as veterinarians, we're kind of cutting edge, you know, it's, it's, it's something that people understand much more. And again, it gives them, gives them that confidence, in, you know, in your diagnosis. Our experience of it, we've, we've definitely not found things that single pet hasn't found.
We found single pets that have been, you know, incredibly reliable. It finds things that we don't spot, and, you know, and that's what it's, it, it, it's there for, it's just that reassurance. So, we, we, submit every single X-ray we take, and, and, have just found it valuable.
I got a question for you. So, what would you say would, be your feedback from your first from, from your new grads, though, how were they experience with it? Well, I, I had a chat with them this afternoon, and it was really just that reassurance actually, it's just knowing that .
They, they've got, they've got backup, you know, so, I mean, we actually provide backup for our new graduates when they're on call, but, I think often that people get that initial backup when they first qualify, and then sort of years 23 and 4, you're a little bit still needing experience and, and it, it, it's just having it, having it there for, for, for confidence. And I I think that the way that the, definitions of, of the abnormalities of the signals, put down, it's got quite, it's a good kind of, prompter for things maybe people haven't thought about, or just helping them for, you know, form a, a diagnosis in the, in those early years where they've got slightly less, less experience. And so after starting with Signal Pet, do you feel that you guys still refer a lot of your radiographs?
Or would you say single pet has it kind of help and, I mean, as a general rule, because we, we discussed X-rays a lot, we tended Not to refer a vast, a vast amount. But I think it's definitely given us confidence, now when we're fairly certain of something and we've got the, the AI input as, as well. So, yeah, I would say that there's, there's potentially a little less.
It's not dramatic, but a little less. Awesome. Thank you.
All right, Tony, you're up. Yeah, well, I'm not sure quite what I can add, but basically, we've got a very similar experience in as much as it's really slick in terms of taking the X-rays, giving a, an upload and then giving us a report in a really, really quick time. It's great you can access it from everywhere it works.
As a really good kind of pack system to store all the images and give us the ability to look at other images vets have taken and give opinions as well as the AI rather than just on a kind of a picture someone's taken on their phone that's in our sort of team WhatsApp things, . I mean, I find it very intuitive to use the bar system whereby, you know, green says it's normal, and then the certainty of that or red says it's abnormal and the certainty and so that's super useful. Definitely stops tunnel vision, you know, it's so easy to be looking at a vomiting dog and, OK, it's ventral spondylosis may not be significant to its current clinical sign, but You know, if you sent these X-rays out to a radiographer, you would get all of that extra information moving forward, which as GP vets, I don't know, there's a real kind of issue with we tend to focus on the clinically relevant bits of the X-ray and you miss other stuff.
So it's great to be pulled up on that, . I've been, you know, and and honestly I was really sceptical and I am amazed at how accurate it is and how useful it is, I like the interface, it's. Super easy to give reports and send them out to people and I think that's useful as well.
And we haven't, you know, this new thing where you can get a radiographer to give you a report that's also potentially going to be quite useful because we don't send many out, but it's a bit of a slow clunky system in the UK at the moment. You tend to Send them to people in referral centres and kind of hope they'll give you a, you know, a, a look at it when actually because what if it's orthopaedic, you're really sending it to the orthopaedic department who are giving you an opinion in a way for you to then refer the case to them. So it, I think having a, a radiographer being able to look at your x-rays will be quite, will be quite useful as well.
I don't know. I mean, I, I find that it's good to have a report in radiographer speak because again, as a general practitioner vet, it's quite easy to look at a bit of an X-ray and go, well, that looks abnormal, but images have a really good way of describing the abnormality and, and that's something that when you first qualify you really don't learn, you just know it doesn't look quite normal, but the actual proper terminology to use in what is abnormal. You know, it's good for doing that as well.
So, I don't have anything negative to say, which is unusual for a GP vet who likes to moan about everything. So, yeah. Take that as a compliment.
Thank you. Well, all right, so I guess my question to you is, obviously, because of the way that we have set up everything and we have our reasoning behind that, I would like to know what your experience are, experiences are with regards to having all of your radio, radiographs being read, as in there's no pick and choose option for that. What would you say your experience is with regards to, to that?
I mean, I, I think, in all honesty, it's how we're set up the, you know, we just get all the bars read as part of the deal. I, you know, my understanding is, you know, because it's an AI system, it needs to learn, it needs to have lots of images, and, and I think for us that seems to work, you know, all the X-rays go through there, we get a report on everything so we can give a report to owners even if we don't feel we need signal pet. We still have a nice format to giving a report, .
And I think, you know, it is, I think the one thing you do have to get your head around is that Signal pet is describing radiographic abnormalities. It's not giving you diagnosis, so it is giving you a report with the abnormalities it has picked up on your radiographs, and it is up to you to then interpret that. So it, you know, I think that's, that's where you just shove everything through it and you get reports on everything and Some of it, you know, might not be clinically significant, but then you've at least got a report on, on that case or on that radiograph.
Right. So it basically just takes away admin because vets hate admin, right? But what I feel also that it kind of does is to create that very nice standard of care.
So each and every one of your patients getting radiographs will have that same level, right? So, in that way, I tend to want to agree with you. At least you will then have a second screening for each and every one of them, right?
Yeah, I, I think again for our younger colleagues, it's quite useful in as much as what I might need. A radio orchestra report for might not be the same as a one year qualified gradie, but it starts to get very clunky if you try and select who want what you want to send off, and it's such a fast system that actually I think it just makes sense to have it whacked through the whole lot and then you have a report on everything. It it certainly seems to work well for us.
And again, if the AI needs to be doing that to keep itself accurate, then I think that's, you know, that's just part of the, part of the deal, really. As, as I've explained in the beginning of our webinar, as much as we feel like we are helping you guys, you guys are actually helping us way more. So thank you guys.
I really appreciate the feedback and your experience. It's nice to know we're doing something right somewhere. All right, so, basically, for anyone that will be interested in having signal pets enrolled in the clinic, we have a very, very easy process of onboarding.
Basically, you guys can just get into contact either with myself or Michelle Street, and what it will entail would be just to have a connectivity session. Which is a very quick 10 minute session where our IT department just uploads the software onto your radiology computer. And then you will have a very short intro demo session with me just to show you guys a bit around on the platform and the login process, how to use the report, all of those things, and then we like to do a case review slash on-site training session as well.
And this is basically about an hour where we basically take a look at your in-house case studies, and we kind of try to just collaborate the, findings that the AI has to a clinical setting, so. These I found are a bit more, productive in the sense of that it's your, it's your in-house cases. So, it kind of feels a bit more subjective and you feel like you learn it a bit more, and it obviously helps you to apply what the AI has has given you as some test signals to your specific case.
So, that is basically the onboarding process, like I said, you can just get into contact with me should you be interested, . Basically, just to, to then obviously summarise everything that we've, we've said today. Basically, the value proposition or the product value proposition for signed is obviously first and foremost to, to increase your diagnostic confidence, and in that way also decrease your dependency of consultation.
And what that does obviously is to keep a lot of your studies, a lot more in-house, . Obvious obviously because of, of the follow through and running through a case from beginning to end. There's also the financial impact that has, but, but it also then does is to give you guys the confidence to use your X-ray a lot more, right?
Obviously another financial impact to that, but that will also then again increase your diagnostic confidence. As, as Lucy and Tony also had mentioned, it empowers basically the whole team. It basically gets everyone involved in, in case discussions, getting to learn more, and it obviously also then will help increase the workflow, also increase time efficiency.
So a lot of benefits and for now, no negatives as far as I know. All right. All right.
So just yet again some contact details for you guys. I'll make sure to have this available to anyone that is interested. Like I said, please let me know if there are any of you who would like us to start the onboarding process with you all.
And I think that brings us to the end of this webinar. So, any questions, any, queries, any feedback, I would like to, to hear from you guys. All right.
All right. I don't think there are any questions, but if there are any, please feel free to reach out to either myself or Michelle, and then we will get to see you guys pretty soon again. All right.
Thank you, everyone. I really appreciate it. Have a good rest of your evening.
