Name: Quarterly Product Webinar & Virtual User Groups
Uploaded: 2025-03-20T18:07:42.729Z
Duration: 58 min 24 s
Description: Quarterly Product Webinar & Virtual User Groups

Transcript for "Quarterly Product Webinar & Virtual User Groups": Alright. And we are live. So let me share my screen. There you go. Welcome, everyone. Welcome to this, product update webinar. We are super happy to have you online. You know, so the idea is we need to share, today some of the latest, of the, you know, product improvements that we have done. You will see some amazing features. I will be today joined by, Benjamin Bergey. So you have two bands on the call, so it's easy even easier to to ask questions. So Benjamin is in charge of, of product design at Pigment. I'm leading the product strategy, and we're covering some of the latest features that we have released, but also, some of the coming soon capabilities. You will see very interesting also. You will have time at the end of the webinar to ask your questions. We also will be recording this presentation, and it will be sent out in the next, twenty four hours. Okay? Also, there are breakout sessions after the presentation. You will be able to choose, I think during, during the agenda. I I I don't know when exactly. You will be able to choose which breakout you want to join, so that you can, yeah, network to your peers and also, deep dive some of the great topics that have been prepared for you today. Alright. So let's start. What are we going to cover today? As I said, some of the latest features. We'll talk about Pigment AI, reporting and visualization, user experience, and some of the core capabilities, that, will mainly target the admins of pigments, the modelers. But, you will see some some great improvements, for for to unlock new use cases. And then we'll, cover some of the upcoming events and webinars, coming later later, this year. And, so after the the product, presentation, you will have access to the to the breakouts. Okay? So let's start. First, before deep diving, we just wanted to, like, remind all the, like, the pillars we we are working on at Pigments. Those are part of the, you know, the long term road map. We're not going to cover, the everything coming this year, but we wanted to just remind the different pillars that, you know, you can you can encore what you are going to see in, also our priorities and why, you know, we are we are focusing on them. So one of the first pillar, and there are a lot of things to announce, today and also in the coming weeks, is AI and how we simplify and streamline, not only the the user experience, but also how we access to data, how we plan using, artificial intelligence. So we will see what we've been released in the last, three months plus a quick overview of where we're heading in terms of AI. We'll also cover user experience, and this pillar really focuses on, improving how end users, you know, navigating the application, perform some part of the processes, you know, workflows, everything that helps in, helping the business users that are might be on or not familiar to payment and who needs to accomplish some tasks on payment in a very, very seamless way. We will cover the reporting and data visualization pillar, with one of the recent release regarding a new type of charts and also some of the next capabilities. One will be very, you'll see, like, amazing features to improve some of your reports. I will I will show that later. And then we'll cover the core capabilities as I mentioned. Okay. So let's move to the Pigment AI, updates. In the last, three months or actually six months, we have released, three type of assistance. So the first was first one was the data assistance that helps end users accessing data, okay, by querying data in natural language, and also follow-up questions so that, you know, you can drill down and, you know, get access to, to more information, but everything in natural language. You might have seen a lot of demos or even using the feature. The data assistant is, available to all plans if you if you want. You can make your request to access, the, access to the to the system. We also released the documentation assistant that helps the, modelers to get access to documentation directly from the application. So now you can ask questions in the chatbot directly in the UI, you can minimize and get access to your application and also the documentation. And the chatbot will actually, tailor some of the answers to, to your questions. So it's very interesting to get access to that to to documentation faster, but also get some help on, some of the the best practices, and also, on on some cases, I won't need to to write some simple formulas. And, we've released a few months ago a new type of assistant tool, which is the navigation assistant that helps engineers, navigate to different bots in the app. The the the concept is the same. You can ask in natural question, you know, show me the bots related to scenarios, for example. And, as you can see on the screen, the chatbot will provide some answers. It's kind of a search capability that reads beyond, just beyond the name and actually, will provide a series of, of bars across applications. It might actually access, you know, dashboard from other applications based on on your query. So this one is is great for for navigating. And that's not it because today, we are introducing insights. Insights is an improvement to the data assistance. Insights is an automated way to perform drill downs in pigments. Okay? So so far you had multiple, you know, options to do drill downs. Either you right click and drill down, drill down by, drill to source. You can also build your own, drill down, let's say screens on dashboards. But what we, we are releasing right now is really game changing because it will not only, be available everywhere on the application, so you'll be able to drill down as a regular one, drill down on a specific cell, but also from widgets, or directly from the chatbot as you can see on the screen. And this insight capability automates. We pick, a few, you know, dimensions to analyze. We do some contribution analysis, some variance analysis, and, you know, we'll actually write a summary on top of those analysis. So we will get, let's say, faster access to some insights, some outline, some trends. It will be it will be very game changing in terms of data analysis. So let's, not talk too much about the future and do a small demo to show you, how it will look like. So let me move to another screen. Sorry about that. I will share my full screen now. Here you go. Alright, so I will go into my workspace. I will go into my finance budget application. This application is like a simple FP and A application in which I can track my actuals, plan my budget and forecast, and do my budget variance analysis. Okay. Let's start with the actual overview in which we see the P and L. It's fitted by the main accounts and the months. I've got that so far until March year. And I can see at the top, you know, some of the KPI I'm tracking. So total revenue, total Opex, and EBITDA. Now, so far, so when I talked about drilling drilling down into the data, you have these options. You You can see that now we have this get inside option available. Okay? Also, we can see on top of widgets some little stars appearing, a new button that will, let me trigger insights. And let's do the test. So let's say I'm interested in knowing what's behind this number. Okay? So I know that in my model, the the data is split by by country, by, you know, months for for for the year. It will be by type and so on. But I want to have a very, very fast in in insight on who is contributing the most to this number. So I can click on get insights, and the pigment AI model appears. Our little agents, in the background will look at the different dimensions of this metric and then provide me with a summary. So as you can see on the screen, it generated, three different charts, one by month, so splitting the, fiscal year value into the available months by region and by segment. He generated this insight that summarizes the charts. As you can see, global contributes to 51.4% of the total revenue and so on and so on. It's an I got the same by month. I got the same by region. And then it suggests some next step. So I can say, okay. Let's focus now on global. Global is a segment, and it will do, like, a follow-up by itself on this, specific segment. Or at least it should. Looks like something is going wrong with the with this follow-up question. I don't know what's happening, but okay. Let's let's try. Okay. I don't know what's going on. Maybe something is wrong with my my environment. So here it should focus on, the global segments and give me access to more information. Okay. Let me let me stop the the process, and we're gonna start again just to see if it works now. Let's say on TotalPix and maybe okay. TotalPix is working. So, another type of, of, insights this time, I'm moving away from revenue looking at costs. And here, my metrics also had the vendor dimension. So it generates, again, a series of charts, three, one by month, type, and teams, and it will give me some insights. And now I'm gonna drill down on one of the, teams. Okay. So BCCOM giving me this, those new, drill downs. Okay. I can now see what are the main, types contributing, and I can also ask some questions. So show me the the vendors, for example. So you can still discuss with the with the the chat using the chat in order to get, to get the the results. So you can see it will generate also, a summary. So you can use this summary and then, you know, copy paste some of them in my in my presentation, for example. So, insights is, like, amazing to get fast access to some, of the underlying data of my metrics. What is super interesting is that it not only works on contributions like that, but let's say now I move to my, budget variance analysis in which I track for a given month the variances. Okay. So I see, I'm in February 25. I've got some variances and actually want to know more about, the variance between, my actual version and my budget version. On the total revenue, I see a variance of 97%, but I don't know how exactly this is explained. I click on Get Insights And this time, it will generate a new type of insights saying that it's gonna look at the occurrence between version and actuals and explain where also the variance come from. So now it's come it comes from, enterprise. We can see the most contributing countries to the variants and so on and so on. And I can continue as earlier. I can continue and drill down using the suggested method or, you know, asking questions myself. And I can then access all the charts. Everything is available as if it was, you know, a regular objects in PMOS. Alright. So that's Wise Insights. Little, bump on the road on the first queries, but you can see it's going very fast. It's working. It's available for all people who have access to the data assistant as of today. And you can play with it. We are super interested in getting your feedback. If you have some type of analysis you want to improve, do not hesitate to use the reaction buttons here to provide some feedback. So this was the demo on insights. Yeah, maybe but just one last thing. There is another way to access insights, not only on KPI and charts. You can also click on, right click on grids and get insight for for a specific set. So here it will do the contribution analysis of, this this value pair. Okay? Great. So let's move back to the to the slide deck. And so insights is available as of today. What we, wanted to share too is that there is more coming. And in the next couple of weeks, we'll actually, present our vision for the next, version of Implement AI. Today it's very focused on interacting with the chatbot or as actually, you know, as an end user asking for more details or insights. And you will see the next, version aims at automating a lot of, you know, the reporting tasks, the planning tasks that, you might spend, a lot of time doing, preparing your monthly report, weekly report. So we are focusing, on, you know, automating a lot of those tasks so that you can, you know, get back a lot of the data, get insights, more frequently, and, you know, spend more time on on value added tasks. So it is very, very, please stay tuned. You will see in the coming weeks a lot of great announcements. Next week, actually. Alright. So, we have seen the latest on pigment AI. Now I'm gonna ask Benjamin to chime in to talk about user experience because there is also an amazing, response. Hello, everyone. Very nice to meet you all. Really happy to be able to talk to you and to share, a little bit about what we've been working on on the user experience, side. So I'm Benjamin as well, and, I've been leading, pigments, design for the past four years and, specifically focusing very, hard lately on the improving the end user, user experience. So how you can design boards, make them always more intuitive, more interesting to look at, and, easier to navigate from a place to another, especially as, we know that, we have, more and more customers with plenty of collaborators and contributors who wants to enjoy and and log in to Pigments. So I'm going to share my screen to show you the, later things we've been working on. So let me share. So we should see the presentation again. And I want to talk to you about new features that we call sequences. So I don't know if you've seen this feature. It's been rolled out in the past couple of weeks. Which you are sharing the you are sharing, Vercast. You can select the right tab. Maybe it's just the book. Okay. Yes. Alright. You should see the presentation now. Alright. So I want to talk to you about sequences, which is a new feature that was released a couple of weeks ago. So so far, when you were able to build, your user experience inside of pigment, you only had one, tool, which was, the bots. So we know that bots are very powerful, and you can do many things, with them, but they're more targeted. That's pure reporting, use cases or dashboarding use cases. But as we know, in pigments, and for business planning processes, you don't, always want people to, only access and navigate to view data, but sometimes they really need to input some data. This is the case when doing a budget or when, doing some workforce planning, reviewing some numbers, and adding your headcount as a business partner. So, feature with bird sequences is specifically targeted to help you build intuitive experiences, along those lines. So for anything related to inputting and writing data, sequences is the new way to go that we advertise on pigment and that we believe is a lot more intuitive for users. So what I want to show you is a little demo of some ways we are leveraging it in a demo app. Let me share my screen on a different tab now. Hence, we should be looking at the dashboard on a workforce planning application for headcount, planning. So on this application, I have, different dashboards, lots of boards, for different types of personnel. I have a finance team who is looking at the overall headcount, has a global summary, cost center manager who is only focusing on their own departments and only have their own data. So in this case, let's say that I'm a finance manager, and starting a budget process. So I have my, my board. I see my plan versus forecast, and here I have a button to click, to go and set my yearly budget. So when I click on this button, I enter a totally different screen and space with a brand new experience, a different navigation with very focused on only the task and the things that I need to do and fill out. So here I see I can start by allocating my budget per department per percentage or with direct numbers, and, I can then continue to go to the next step. Once I'm happy with all of this, I can go, and I can click and submit to send this plan. I can always go back, if I want. There's no constraint. I can also navigate through this, this, sidebar. And once I'm happy with my, my budget distribution, I click the box to then send this plan to all the managers. So what this does behind this bullion, I've set up on automation. So when I close this, you'll see that I have a notification, and I'm gonna jump into the boots of department manager, I receive this notification. I could also receive an email. And when I click on this one, I directly, access another sequence. And this one, once again, a very focused experience, retargeted at, feeding in my budget, working on my headcount planning. So here I see which budget I have, the forecast, the variance, and I have a nice, text explanation explaining to me what I need to do. So I continue. I can review the existing employees within my team. I have a nice, visualization, and I continue. Now I can go and, request some new job reqs. I can add a new, a new person. I want to open up a new headcount, in my department. I can select the role. I can fit in all of my, line and, send it. And then I continue, and I have my last step. I send my plan for approval. I feel like everything is, is well. I can enter some, comments, as well. Here we're leveraging, rich text metric displayed as a card type to have this nice experience. So I can also, but maybe not on this one, but we can use some rich text in there. And once I'm, fine with my, with my plan, I can once again send it for validation to my, finance team. This feature, you see, we can build pretty powerful workflow, and it starts to look more and more like a native web application experience and not like, a lot of big series of pages where I need to, remember where to go to, very long scrolling, lots of instruction and and step name and numbers everywhere, you can create something a lot more intuitive. What we can also do, if I go to my, call center and department manager, so here I see I have my button to go back to my, business planning process if I haven't, if I haven't submitted it. I can also, use those experience to manage my job requisition more on a day to day basis. So if I want to open a new job requisition, I can click on this button. And here, I enter a sequence which is composed of only a single step. So I don't have the, the side navigation, but then I can fill it fill in my, requisition just like I'm, filling a form. So it feels a lot more negative, as an experience, than having a lot of grids. We're really stepping out of the world of having multiple grids everywhere and creating real, user flows. And here, I can, I can exit and come back and see my requisition that is indeed here? On top of this, this is the way we believe is the most optimized way to, to use this new feature, the the sequences. Really, for input processes, it's, extremely powerful. And, the best part is that we've built sequences in a way that make it very easy for you to migrate your existing implementation if you want to. Because what a sequences is is really just, a series of bots linked one after the other in a different step that you can reorder the way that you want. So you can really just reuse all the bots that you've already created and bundle them all into a single sequence. And, finally, on sequences, what we believe you could also do and leverage is beyond just the input process use case, which is the biggest one. You could also use your sequences as a way to do some reporting, very guided reporting. In this case, if I want to look at my variance, analysis, I can create and release segment and build a whole story of my data to explain everything that's going on, adding widgets one after the other. So it's almost like recreating a small slide deck interactive insights of pigments for you to, share your numbers with the key business partners as stakeholders in a way that feels a lot easier than, trying to navigate from both to boards and dashboard to dashboard and adding manually each buttons here. You have this very focused, very easy experience that you can create just in a couple of clicks. Coming back to the to the slide deck, maybe I think I'll I'll I'll answer the questions once Ben, will start back, on his presentation. I want now to talk to you a little bit about the, all the features and the next steps and how we think about, with sequences and always going beyond in terms of user experience. So one thing that today is a bit troubling with the experience is that in order to link to a sequence, you always have to put a single button on a, on a on a dashboard. It's not very dynamic. It doesn't have a lot of context. So today, we are actively working on being able for you to, directly add the buttons inside of your grids. So let's say, in this case, that I have a a table. This table has, the employees in, in in, rows, and I will be able, to link to put a button directly on all the headers of my tables. And when clicking on this, on this button, I'll be able to link it directly to another board while taking into account the context of the cell, that I've clicked on. So here, I have this specific employee. I click on view or view more. I wanted to go to the employee details. I get two, boards that has been, designed specifically to give me all the information about this employee, and it's, feels a lot more intuitive than clicking on a page, clicking on set as page, or, using the page selectors. So this, will be, will be, available on, any type of, of tables, and you'll be able to link, your tables, from, boards and also to sequences. So this will become a very, very powerful way for you to build new navigations and new, interaction within your your model always, going towards, being able to create very, native feeling web application, as a pigment application. On top of that, as you've seen in my sequence demo, each time at the end when I want to send a plan for approval, I use, and I leverage a Boolean metric, which is, one of the best practice with okay two. It's a very powerful, object for you to manage and to put a formula to be able to log your data once the validation has been sent. You can do many, many things with that, but they are not very, very intuitive because checking a box is not the most natural way to submit your plan or to validate something. So another feature that we're working on, is to have different display tab type for those, Boolean metrics. So, hopefully, we'll be able to, allow you to turn those Boolean into, a button, keep it, still as powerful as it is. But in the in the MAC, the logic will still be either, Boolean value, but simply the display will change, putting a color, putting a label, maybe an icon for each state so that, you can create a much more intuitive and usable, application. We'll also be looking into how we can, when doing this, make sure that, the the user doesn't turn a Boolean from true to false, but rather, blank to true to make sure that, we leverage all the the the powerful, sparsity feature of Pigment Model and don't store, useless force data, for those specific use cases. So those are the next steps that we are hoping, to, to release in the upcoming quarters. And, we think that they're going to really be combined very well with sequences to allow you to create very powerful and very interesting, and very, intuitive user experience for all the end users inside of your Pigment application. And that's all for me. Ben, I give you back the mic. And you're on mute. Thank you. Thank you, Ben, for for the demo. Very nice features. You have some questions in the chat. I think we can answer, especially how do we copy those features in existing applications. I think, it can be it can be done, pretty easily. So, yeah, let's let's answer. Let's move to the sub pillar, which is reporting and data visualization. One of the biggest, functionality really feature that we released so far, in the last three months is, the map charts. Okay. So we, introduced, the geographic, charting capability, available to professional and enterprise licenses that, I will do a short demo. It will be better than explaining, but, of course, we'll let you visualize your numbers or items of dimensions over a nice chart map, map chart. And it can be used for multiple use cases. I mean, try to also imagine yours that can be used in FPNA if you want to visualize any type of account, any type of, I don't know, CapEx, expand any anything you you are tracking could be, positioned either by by country or, you know, locally, by by by, specific data, like like, geographical points on the map. It could be used for workforce planning if you want to look, for example, at headcount by region, for self performance planning. You know, we might want to see how the, quotas are allocated to the different territories. It might also be used for supply chain use cases, especially if you track, you know, inventories or even, levels of, of, yeah, whereas, inventories in in different regions of of the of the world. So let me quickly move to the demo. I will use a sequence actually to show you four different views using the matcha. So the first one is the markers. The markers are those little dots, that can be colored and also size date on the, underlying data. So here we've got some data about, capitalization markets, and we just wanted in this demo, you know, to show where are the, the headquarters of each company. So it can be used, easily using the new type of view available here in the format option. You've got a new map chart option with a series of options right below. Next example is using areas. Areas allow you to represent you know, also some numerical data on, countries, for example. So first level is the country level. So here I'm I'm seeing my revenue by by country. We've got The US states also available in the different layers, and we can go down to the zip codes, for example, in The US. So different levels available, to plan, you know, based on your your needs. Right now, there is no concept of custom, territories. That's something that will come later. And also we plan to introduce, advanced capabilities to draw some of the territories later down the year. Alright. Quick update also on two recent releases we've done. We improved the Excel connector to get a better export of the formatting. So now everything you've done in pigment can be properly formatted sorry, exported during the export process using the Excel connector. And we also improved the op charts, introducing a new type of highlight capability or filtering capability to actually visualize, you know, the different nodes. So in that case, it's it's an org chart for, for people. And you will be able to highlight all the, employees based on a specific series of, of properties. So here I'm looking at Spain, level four, and female, and it will highlight all the employees that, correspond to those, to those characteristics. Okay. So this one is a great feature to get access to Datafaster too. Alright. So this is what we've released, and we wanted to talk about the feature that is coming. It is not the simplest way the simplest feature to present. So I will try to, just give you, like, a few examples to show you what it's about. Basically, if we try to summarize what it does, this feature, joint dimensions, will allow to use integrate dimensions that are not necessarily, in the structure or in properties of, of the dimensions of the maturing you are looking at. I will give an example. It will be a bit simpler to understand, but, in some cases, when you have, you know, properties that depend on time, on versions or on scenarios, you can't actually store this information in properties because, properties can't be in version and and times and everything. So you need to create mapping metrics. And so far, you had no way to do those mapping use mapping sorry. Those mapping metrics as groups in the in the pivot. Right? You couldn't use the cost center of your employees, you know, if they change over time as a grouping in the pivot. So this is exactly what it's about. The idea is we gave here an example, to be able to continue to, you know, map, your different items on time. It could be also inversion and scenarios, whatever dimensions, and then use this mapping as a grouping of my pivots. Okay. So here is an example with headcount. Okay. My headcount is tracked by employee and months. I've got another metric by employee and months that tells me in which call center is, you know, the employee. And this person is in the engineering team call center up until March, moved to products in April. And we are able with this new feature to actually show this person in the two call centers separately without any modeling. Everything is done in the view using the new joint dimension feature. So for those who've been working with VA, software in the past, there is this idea of slow changing dimensions. We sometimes mention the dependent, time dependent properties. Here, the the concept is a little bit different. It's not at the structural level. It's bringing the view that you can use mapping metrics like this one as a pivot. It's a game changing feature for reporting because now everything that change, you know, over any dimension of your model can be used in for grouping. I can also decide to remove the employee and see the, you know, the the the the totals as a regular dimension. I could see the total, for example, to slice, dice, and perform any type of reporting, on my end on this new type of dimensions. So right now it's kind of a technical name, but it's a very, very interesting features. I wanted to show demo, but I think we we are a bit short of time on time. Just, you know, in Figment, the example that I I've shown, let's do it very, very quickly. So I've got my employee here changing over time. I've got this metric, account, call center. You can see it's only by employee and month. And here now in the pivot, I've got a new option to actually call any mapping metric on a given dimension. So here, we've got my concentrator. I use my mapping, and then this dimension is now available. You can see here. I can use it to, you know, to group data. I can use it, as a regular dimension. So it's very, very powerful. So very short demo will, give more information. It's not planned for like, we don't plan to release it right now. It's probably more for q two, but it's something that, will come, and we wanted to actually present it because it brings a lot of value, for for a lot of use cases. Alright. And let's move to the last, pillar, which is core capabilities. We also have a lot of interesting topics on this one. Like, as I said in the beginning, it's more for, you know, model builders and admins, but it might enter it might actually, spark spark some interest for for a lot of you. So last year, we have been working a lot on the test and deploy capability that allows to, you know, push changes from, one environment, let's say, the dev environment to a testing environment and then to a production environment. This, capacity to manage, and and under the versioning of, of your application and the changes, is getting improved. So, you know, last year we released the first version that was, that was at the workspace level. Then we moved to the application level with some kind of restrictions, and now we actually improved, the capability to have some kind of, like, real application level deployment, and you can choose to deploy only a single application or the full, full set of application on a given workspace. You can also in the improvements, you can also opt or choose to deploy changes to boards and views. So reporting can now be pushed from one environment to another. And coming soon is also the, capability to push import configurations from, environment one environment to another. Okay. So if you've set, the configuration in in dev and you want to push it to to production, through test or not, you will be able to do. So a small reminder, this capability is only available on the enterprise licensing tier, but it is like a key capability. You know, when you have a lot of, applications, a lot of modellers, and you need actually to to control, the different changes and and push them, with a given governance. We also worked on a block restore capability in order to restore, blocks, that's, sorry, restore them based on, previous backups that we are doing regularly on the platform. So now it's becoming, to more and more customers, the self-service feature. And we also released, view cell updates capability inside the metrics. So up up until now, we needed to accept the history that contain a lot of information and in which it's sometimes hard to find the right, you know, the right information. So now, in metrics and it will come later for tables. But in metrics, you can right click on the cell and, you know, click on this option to get access to a summary of all the changes for this given cell. So very great improvements too. And coming soon is, or if you want to filter down, you know, let's say, a population of items. Let's say you have a list of projects and you only want to have in the structure of the metric only the approved projects, for example, or if you want to, like, frame a specific give us set a specific time frame on time rather than, you know, showing everything every time you want to filter, and have actually the the cost structure of the metric on, you know, let's say, only the last twelve months or, you know, a very specific period of time, you'll be able to use it on time. There are many examples of using subsets, for different use cases. This one is a very interesting features, and for for for a lot of reasons. What's interesting with, the version we are releasing, soon is that, of course, they will be, you will be able to set them up manually, you know, and just save the items clicking, but it's not very scalable. But you will also be able to set subsets through formulas, making the management of subsets, way easier, than than just with the manual operation. So this one is, also, like, a key functionality, for the modelers, that will, probably help, you know, a lot cleaning, maintaining, and also, improving sometimes the performance of the models. Alright. And I think we are done in forty five minutes as expected. We'll do some q and a. Yes. Should we talk about the upcoming events before the q and a, or we talk about the q and a before? Yeah. Happy to run through the events, and webinars. Hi, everyone. I'm Karen O'Grady. I'm your customer marketing manager and really excited to run through, what we have coming up for you guys. I'll let, Ben look at the questions that you've put, on, and I'll hand back over to him after to kind of address those. So, on the schedule, because we wouldn't want you to miss out, we've got some great webinars coming up. So these are use use case specific. So we've got one on workforce planning, and one on the April 2 and one on sales planning on April 3. So if you have, you know, colleagues or you you're you're considering expanding, the use case with pigment, these are great webinars for you to attend to find out more about how pigment can be used, for both those types of planning. I will say that all of these, will be provided as links in follow-up emails, which you'll be getting at twenty four hours, ahead. So in tomorrow, on the EMEA side, we've got some very exciting, events. So if you are based in Lille, we have a customer driven user group, hosted by EDHEC, which is happening on April 3. And then on April 10, we've got the Paris Roadshow and user group. So we've got a brilliant customer speaker, Keolis, that is going to be sharing their use case and how how they're using, pigment. And then in on the other side of the pond, we've got Boston on April 9. Again, another customer, Linxquared, is gonna be sharing insights, into their experience with pigment. And, again, in New York, we have Unilever, as well that that will be speaking, alongside another customer that I've now, apologies, forgotten the name, and a great user group. So we're really hoping that you will, attend those. If you have colleagues in these areas, again, feel free to share the links that you'll get in the follow-up email tomorrow. Really looking forward to having you there. Right. Next, please. And a bit of a favor, from my end in true customer marketing style, really. We should we'd really appreciate your help. We want to feature in the Gartner Magic Quadrant again this year. We featured in it for the first time last year. Thanks to your help, and we would like to ask for it again if you if you can. There is a $25 gift card or charity donation up for grabs. You've got a banner coming up on the screen here that if you're willing to give us ten minutes of your time to follow through with the the review, that will link will take you there. It'll also be included in in the emails you'll get tomorrow. If you have been so kind to do this for us, in the past, you can also update your review. This is equally as important with any sort of updates that you may have. And, again, to do that, you kind of enter your Gartner Peer Insights link, or profile, head to your profile, and go to edit review. We really, really appreciate your support, and thank you very much. I'll hand back over to Benz for, any questions you might have. Alright. So let me back here. Alright. So, actually, we've I think we have answered a lot of question directly in the chat. Are there any we should focus on? When can we expect subsets? So soon. Probably by the it's in the next two yeah. Next month, next four weeks. That's something that should should come. Let's say April, for example. What else? I'm I'm looking at the ones that have not been, answered so far. You could describe the execution was specific to oh, if you just say, I don't know the I don't know. What is about the sequences maybe, Shani? I can, if you want, I can speak. There was a Yeah. Similar question that came back regularly on the on the sequences about how the sequences and the button interact with the data if you're able to, undo some changes or or something like that. So right now, sequences are really more of a it's a UX object that allow you to link boards, from one to, the other without interacting directly with your data model. And that's why on my demo at the end to submit a plan because usually when you're submitting your plan or or making validating changes, you want to keep, this information inside of your model, maybe to trigger an automation or to to, to update some other KPIs or metrics to track who's updated and who's validated what. So this is why right now sequences and the button inside of the sequences are really just a simple, back and forth mechan navigation mechanism. That being said, we are, considering ways to see how we will definitely make this, evolve in the long term. So keep in mind, this is the very first release. We have many different ideas, on how we can make this, feature evolve and, how we we'll want to continue building on it, making them build more logic, making them maybe conditional, interacting them with the model, etcetera. So the best way, for us to make sure we make these new things evolve the right way is for you to start using it and and share with us all your feedback and all the the next enhancements that you would like to to see happening, on sequences. Great. Can the box size be automatically adjusted according to the screen resolution? That's a very tough topic. I think they are they are already somehow responsive. However, it's, it's not it's not really possible to do with web technology. Like, we'll we will need to consider new ways to make them even more powerful. Although feedback we've seen regularly is, some people complaining of end user using their boards on a screen that is a lot smaller than the one they designed on. So, we often share this information that most user use, like, 13 inch or 15 inch, laptop when they're using, pigments, for end users. So we recommend you, even if you have a very nice and big and wide setup, if you're designing for, end user, consider, designing for a small screen. If you're designing for, FPN analyst, usually they have bigger screens, but try to learn from your audience in order to make sure that you can design the right, the board for the right person. Okay. Alright. So we have a lot of, questions, not necessarily related, but interesting. Oh, oh, yeah. It's kind of related. So are there any plans to have an undo or play changes button for? It's when we we have it a lot. Right? Being able to because right now, everything is changed, live, you know, visit to the, to the views. Do you know if we I mean We are not we have We we know about the problem. We're testing it, but we have no plans right now. But definitely something we'd like to take care of, having, more of a say, similarly to a view, being able to have a a draft board and then publishing your changes. Definitely something we would like to to be able to to do. But I think that both are also compatible with t and d, if I'm not mistaken. So it's also possible to, if you're using this to make your bot changes inside of your environment and then pushing them. Right? And speaking of t and d, there was a question about changes to the background color of the dev environment. So this is a feedback that we receive, quite frequently. So we are our design team, is currently working on, better ways for you to differentiate when you're switching from an environment to the other. We know that the to the indicator into a sidebar is a bit small. So we are looking into it to, to simplify and and improve this experience. Yes. Yes. Yes. I think there there was another one about sequence and bot. Can the bot included in the sequence also be available for standard bot use? And let me see. The flow is helpful. It would be nice for users. I need to enter the sequencer just need to make a small update. Do you I think this is rated more about the modeling or administrator workflow. So today, we have, really, optimized the experience for the end user and the end result. So this is why we had the boards that are in a sequence are actually hidden from the sidebar because if a board is part of a sequence, you should not need to to, to, you to use them and see them and access them from the sidebar. Although we've heard already a couple of times that this can be a bit cumbersome when managing and and and administrating the sequences. So we're looking at ways to make this, a little bit simpler. Yeah. We also have few questions about, sorting, sorting. So is it terms of UX with DragonHub on calculated data? I think all those ones, we'll run them through the the team and and get back to you. We need to check what is planned, short term on those items. Alright. So we're almost on time. We take maybe one or two more. Can a default scenario be selected for AI? This one for you. And for Andrea, she she's online. Default scenario facility for AI. So if you use the, you know, the insight capabilities, it's actually set it actually uses a scenario you are, looking I mean, that, is set up, for the the numbers you are looking at. For the data assistance, I don't think it's a case today. So we need to, yeah. We would need to we would need to check. Yeah. Alright. So I think we we are good. We'll keep the anyway, we'll keep the remaining questions, the one that haven't necessarily been answered, and we we will get back to you. Alright. Well, thanks, everyone. I hope it was interesting and, that you learned a lot today. We really want to share all those insights, you know, plans, and also releases because, no. I mean, trust you, like, we we we actually release a lot of functionalities and sometimes a bit hard to to follow. We also wanted to give you some heads up on what's coming, so that you you can prepare better for if you have updates to do it to your models or to to benefit from from the new, the new capabilities. Thanks, everyone. And, as written, I don't know if it's in the chat, but you have two minutes until the room open, maybe one minute now, so you can, take a a very quick quick break. Okay. Thank you, everyone. Goodbye. Thank you both for speaking. Thank you. Alright, everyone. In one minute, everyone will be, like, redirected to a menu. You'll be able to choose which room you want to to enter. So we've got different topics for discussions. Pick the one you you choose, although we should mention that there is a limit per room of 50 attendees. So first come, first serves, but looking forward to seeing you in those rooms. You'll have the opportunity to speak and share, insights from your own experience with pigment, how your how your setup is as well as ask questions. So really an opportunity for you to network with your peers. Please make the most of it. Don't be shy. Ask questions. We're really excited to to bring this virtual user group for you. It's the first time that we're running it. So please go ahead, chat to each other, and and connect. See you there. Hi again, everyone. If you head to the room section in the top and in the menu bar, you'll be able to pick your room from there. So we've got three topics, open for you. We've got pigment AI, discussion topic on driving user adoption, and another one on product security and access rights. There are some room facilitators, in each one, so make the most of it, ask questions, and, yeah, see you there. Again, it's in the menu bar of the rooms. Click rooms, and you can choose from there. Thank you.