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Data Prediction by AI & other methods

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This app allows you to predict, extrapolate and interpolate the given data by several methods, including artificial intelligence and machine learning. Linear regression quantifies the relationship between one or more predictor variable(s) and one outcome variable. Linear regression is commonly used for predictive analysis and modelling. Polynomial curve fitting is when we fit our data to the graph of a polynomial function. The same least squares method can be used to find the polynomial, of a given degree, that has a minimum total error. Fourier extrapolation/fast Fourier transform (FFT) is an algorithm that computes the discrete Fourier transform (DFT) of a sequence, or its inverse (IDFT). Fourier analysis converts a signal from its original domain (often time or space) to a representation in the frequency domain and vice versa. The DFT is obtained by decomposing a sequence of values into components of different frequencies. Exponential smoothing is a time series forecasting method for univariate data that can be extended to support data with a systematic trend or, as in this app, seasonal component. Autoregressive Integrated Moving Average, or ARIMA, is one of the most widely used forecasting methods for univariate time series data forecasting. Although the method can handle data with a trend, it does not support time series with a seasonal component. There is an extension to ARIMA that supports the direct modelling of the seasonal component of the series in this app. Echo state networks (ESN) provide an architecture and supervised learning principle for recurrent neural networks (RNNs). The main idea is (i) to drive a random, large, fixed recurrent neural network with the input signal, thereby inducing in each neuron within this "reservoir" network a nonlinear response signal, and (ii) combine a desired output signal by a trainable linear combination of all of these response signals. Created by Creatity s.r.o. creatity.com

Claims Management

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Claims Management demonstrates how Mendix can be used to improve customer engagement and process efficiency. The B2C responsive web app helps guide customers through a claim process for vehicles or luxury goods. The claims app and quote and buy app are linked, via Data Hub, allowing you to claim on the goods and vehicles covered during the Quote and Buy Journey. It also demonstrates a multi-stage workflow, speech-to-text and a chatbot supported with AWS Lex.

Quote and Buy

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The app contains an intuitive Quote & Buy Journey; including a quotation engine, a customer portal to revisit old quotes and policies, and an admin portal. The application is set up for both speciality insurance, high net worth items such as jewellery, collectables and paintings, and vehicle insurance. It also includes links to Google Maps, Google Vision for OCR and a VIN lookup API. The rating model for these products is built into the application but could easily call out to the Mendix Rating Engine or 3rd Party Rating provider.

Underwriters Workbench - Vehicles & Valuables

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This version of an Underwriters Workbench was created in under a month with one developer. The types of products demonstrated in this Underwriters Workbench are Vehicles and Valuables, but like all Mendix apps, it is able to be modified to support other insurance products.   

It also shows the application process and the management of a conversational approach to workflow allowing underwriters and actuaries to discuss the application.

Customer Onboarding

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The Customer Onboarding app is designed to improve the customer engagement and process efficiency between agents and their clients. The B2C responsive web app helps register customers to their wealth portal, where they can manage their details, portfolio and documentation. On top of that, the app is integrated with DocuSign ensuring the whole process is digital and completely removes the need for physical paperwork.

Portfolio Manager

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Portfolio Manager demonstrates how Mendix can be used to provide a great customer experience when it comes to personal Financial investment. The B2C responsive web app helps guide customers through the process of creating a new investment pot or investment portfolio. The Customer chooses a risk level and investment style, and based on this choice is given a different experience that ranges from having their investments fully managed by a broker all the way to the Customer having full control over the fund choices and each transaction.

Smart Warehousing

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A Mendix use case where Low Code was used to develop a smart application to automate, simplify and speed up material handling leveraging RFID. Warehouses contain lots of inventory assets. Managing the supply and demand of a warehouse is demanding and error-prone. Misplacement of items can have disastrous effects on your processes. At all times you need to know what unique item is in inventory, on which shelf it is stored, if it is inspected, who checked it out last and how many are left. This app aims to reduce search times and enable more on-time delivery, it creates an increased transparency with up-to-date inventory status at all times and eliminate manual runs with dashboards showing where your items are stored in addition to improved security, allowing you to limit usage of specific items by specific users or user groups. Please feel free to reach out to request more information!

Quality Inspection

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A critical part of the Product Lifecycle is the ability to execute quality audits & inspections based on critically defined Inspection Plans. The need to visually capture and identify, compare, contextualize, define corrective and preventive actions, and manage that process using any device. Quality Inspections is a use case that resolves this challenge.

Premarket

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Supports the Premarket submission of a medical device. Using a data model based on Teamcenter to allow for easy future integration, the application uses workflow to implement the necessary approval steps and gather the appropriate data required before submittal to the regulator. Once submitted the device can be approved or rejected and the data stored to be transferred to Teamcenter, or further information can be requested, continuing the workflow.

UDI Complaints

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UDI Complaints provides a mechanism to collect complaints regarding known UDI Submissions from different sources. It allows users to review and report any appropriate complaints to the regulatory body (establishing a record with follow-up).

SAP Quality Management

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Quality Inspection is a critical part in the SAP Production Planning and Control process for the incoming raw materials and finished goods. The Quality Management application eradicates the error prone and paper-based manual process usually associated with Quality Inspection. It provides a complete digital trace of the issues and damages, with mobile native features and document integration (pending).

Native Banking App

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This Native app combines different types of technologies to deliver a user-oriented banking experience. It uses biometrics to access the app and once you are in you can see your current and savings accounts, you can transfer money between the two, get push notifications for your transactions, split a bill with a friend or request/send money directly from/to them, freeze your card, check the closest bank branches and navigate to them and finally ask the chatbot for anything extra you may need. It works nicely on both Android and iOS devices and is compatible with Light and Dark theme modes.