Alternatives to Modeller
Compare Modeller alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Modeller in 2026. Compare features, ratings, user reviews, pricing, and more from Modeller competitors and alternatives in order to make an informed decision for your business.
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D&B Finance Analytics
Dun & Bradstreet
AI-driven credit-to-cash solutions powered by Dun & Bradstreet’s industry-leading global data and analytics. D&B Finance Analytics provides AI-driven solutions powered by the Dun & Bradstreet Data Cloud. Intelligent, flexible, and easy to use, D&B Finance Analytics helps finance teams manage risk, increase operational efficiency, reduce cost, and improve the customer experience. Manage credit and receivables risk to help minimize bad debt, reduce DSO, and improve cash flow. Help automate manual decisioning, monitoring, matching, and customer communications. Provide your customers with an online credit application and a payment portal. D&B Finance Analytics comprises two platforms, D&B Credit Intelligence, and D&B® Receivables Intelligence, that together provide powerful insights and technology to help you accelerate success throughout your credit-to-cash processes. You can gain visibility into credit risk quickly onboard customers and set the right terms. -
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D&B Credit Insights
Dun & Bradstreet
D&B Credit Insights helps small business owners monitor and understand their business credit profiles with real-time alerts on changes to scores and ratings. The platform provides unlimited access to key credit scores like PAYDEX®, Delinquency, and Supplier Evaluation Risk, helping you spot potential risks quickly. By tracking legal events such as liens and judgments, it keeps you informed of factors that may affect your creditworthiness. D&B Credit Insights offers benchmarking against industry standards, allowing you to set realistic credit goals and make informed financial decisions. The service integrates business banking data and provides detailed payment histories to improve transparency. Overall, it empowers businesses to strengthen their credit standing and plan confidently for future growth. D&B Credit Insights is available in three tiers: Free, Basic, and Plus. • Credit Insights Free • Credit Insights Basic • Credit Insights Plus -
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Axe Credit Portal
Axe Finance
Founded in 2004, Axe Finance is a global market-leading software provider focused on credit risk automation for lenders looking to offer an efficient, competitive, and seamless omnichannel financing journey. Axe Finance developed Axe Credit Portal – ACP – a future-proof, AI-driven solution that automates the loan process from KYC to servicing, including scoring, automatic decisioning, limit management, and collateral management. ACP is a locally hosted or cloud-based solution designed to help lenders deliver an efficient, competitive, and seamless omnichannel financing experience across all client segments (Retail, Commercial, Corporate, Sovereign, FIs, microfinance, embedded financing, Islamic finance, green loans, etc.) Axe Finance is the trusted partner of leading global banking institutions such as Société Générale, OTP Bank, APS Bank, Arab National Bank, Al Rajhi Bank, QNB, ADCB, FAB, BBK, Bangkok Bank, Vietcombank, VIB, Fidelity Bank, Polaris Bank, among many others. -
4
ACTICO Platform
ACTICO
ACTICO's highly flexible software platform for decision automation helps companies to increase efficiency, gain more agility and improve their digital interactions. ACTICO helps companies make smarter decisions faster with our AI-powered Decision Automation Platform. The platform brings together data, AI and decisioning into one unified decisioning solution. The platform contains everything one needs from capturing and designing of decision models, to testing and monitoring of automated decision-making across all your systems, workflows, and channels. It uniquely integrates AI to further enhance decision quality and increase automation rates.The software gives organizations the ability to digitalize their core business processes, meet customer demands and reduce business and regulatory risks. -
5
Salford Predictive Modeler (SPM)
Minitab
The Salford Predictive Modeler® (SPM) software suite is a highly accurate and ultra-fast platform for developing predictive, descriptive, and analytical models. The Salford Predictive Modeler® software suite includes the CART®, MARS®, TreeNet®, Random Forests® engines, as well as powerful new automation and modeling capabilities not found elsewhere. The SPM software suite’s data mining technologies span classification, regression, survival analysis, missing value analysis, data binning and clustering/segmentation. SPM algorithms are considered to be essential in sophisticated data science circles. The SPM software suite‘s automation accelerates the process of model building by conducting substantial portions of the model exploration and refinement process for the analyst. We package a complete set of results from alternative modeling strategies for easy review. -
6
uFlow
uFlow
uFlow is a decision engine primarily used by fintech companies for credit risk assessment and decision-making processes. This software employs algorithms and predefined rules to automate decision-making, particularly in evaluating credit risk. It's designed to handle large volumes of credit applications quickly and accurately. Features of uFlow's decision engine include an intuitive interface, drag-and-drop functionality, formula syntax, and integration with various data sources. It allows for the creation of efficient visual workflows and offers a dashboard with interactive filters for analyzing transactional data. 100% Serverless, Cloud, Nocode.Starting Price: 1000 -
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RDC Platform
Rich Data Co
The RDC Platform augments expert human knowledge with AI capabilities, providing financial institutions a competitive edge in lending. Embedded with AI ethical principles to ensure compliance, our tooling allows lenders to visualize and understand the logic behind every AI predictive model and decision strategy. Leverage traditional, alternative, and latent data with leading AI techniques to make accurate predictions and achieve optimal decision outcomes. We understand your need to safely leverage AI. We have a unique method to provide confidence and transparency in meeting your objectives for safety, we call this the Self-describing decision. Contained in a single data object, every element is explained. All model features and predictions, all reference data, and all rules triggered. A self-describing decision is a complete record of all the information used to generate a decision outcome. Governance and explainability, are baked in. Every time. -
8
Paris
Paragon Business Solutions
A fast and flexible decision engine for all your customer management needs. An intuitive, point-and-click user experience makes Paris easy to adopt and use for implementing scorecards and decision science in credit, fraud risk, marketing, and more. Designed for maximum flexibility and growth, Paris is a highly scalable and configurable decision engine system. Implement models – both traditional and machine learning – and complex rules, across numerous products and decision science applications, including marketing, application scoring, credit strategies, customer management and collections. It is fully auditable, with all input, derived and output variables available to the reporting suite. Business-led, flexible software. Visualization of and interaction with decision trees. ‘What if?’ analysis and ‘open box’ strategy design. Strategy testing and continuous improvement. Reliable and accurate decisioning and routing. Multi-bureau and open banking support. -
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Kompliant
Kompliant
Kompliant delivers end-to-end lifecycle compliance through a platform developed in partnership with the world’s leading payment processors and banks. Kompliant’s unique platform services make it simpler than ever to configure, deploy, and manage credit risk programs. Underwriting, sales, and finance teams can leverage the spectrum of Kompliant Services to design and implement the data capture, workflows, pricing algorithms, and credit decisioning rules to drive their specific compliance programs. Kompliant, Inc. has built a team known for developing, launching, and operating innovative services for the world’s leading card networks, banks, payment processors, and retailers. Whitelabel services enable businesses to apply for payment processing services via digital interfaces optimized for online, mobile, and other target environments with well-formed APIs and a delightful consumer-grade UX/UI. -
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Wiserfunding
Wiserfunding
At Wiserfunding, we're dedicated to helping you navigate the intricate world of SME credit risk management. Our mission is simple: empower lenders across the UK and EU to make fast, accurate, and confident lending decisions. Get access to up-to-date management information, company structure details, and corporate governance insights. Access financial data from the past decade, instantly calculate key financial ratios, and generate trend graphs over the last five years, all accompanied by detailed risk commentary. Utilise region-specific macroeconomic indicators, including GDP growth, default rates, inflation, bank rates, and unemployment rates to get a more accurate, forward-looking risk profile. Power up the velocity of your sales funnel with automated tools to find, screen, and evaluate new business instantly using up-to-date data, not just filed accounts. -
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Credit Pulse
Credit Pulse
Credit Pulse digitizes and automates your credit process, reducing manual effort in credit approvals, and continuously monitors your portfolio for credit risk. Go from weeks to minutes with automated bank and trade references. Optimize the allocation of credit across all customers. Extend and restrict credit as risks change to reduce bad debt by 20%. Get notified of changes like NSFs, bankruptcies, liens, bank balances, and credit score changes. Manage your entire credit operation, from applications to approvals, and continuously monitor your portfolio for credit risk. Credit Pulse provides a streamlined credit application with business pre-fill, eliminating the typical ‘back and forth’. Save over 1000 hours of manual effort per year. Gone are the days of manually sourcing third-party data. Credit Pulse centralizes credit bureau reports and 15+ other sources of reliable data. Credit Managers can feel confident making decisions with less effort, especially with SMBs. -
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DocFinance
DocFinance
DocFinance, now, is a Fintech HUB able to providers its customers with all benefits of full integration between particular technological services and our company treasury management and commercial credit management software. It’s a software application for commercial credit risk management and for the automation of the collection process. Integrated with the main Business Information providers, it contains a company rating calculation engine that allows you to know your customer. It’s a software application project for the advanced management of the company treasury that contains Corporate Banking services. The integration of Remote Banking services with the company information system characterizes its completeness. The AFEXDirect platform is a consolidated and user-friendly tool (easy, intuitive and understandable), it is safe and flexible. The customer has direct access to the platform 24 hours a day, 7 days a week with changes always in real time. -
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Bilendo
Bilendo
Bilendo is the modern credit management platform, helping companies control and automate all credit risk minimization processes centrally. With overall decreasing profit margins, companies experience difficulties in reducing costs with existing legacy systems and outdated processes. Especially credit risks cause unpredictable high costs. Bilendos innovative approach enables you to lower costs, reduce overall credit risks and focus on business growth. Bilendo is the modern credit management platform on which companies can map, control and automate all credit risk minimization processes. Bilendo maps the entire invoice-to-cash process with all relevant credit management tools, which can be combined individually as required. These include receivables management, debtor management, debt collection, dunning, customer portals, service portals, payment transactions, factoring, risk management and bad debt protection. -
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HighRadius
HighRadius
HighRadius offers cloud-based Autonomous Software for the Office of the CFO. More than 800 of the world’s leading companies have transformed their order to cash, treasury, and record to report processes with HighRadius. Our customers include 3M, Unilever, Anheuser-Busch InBev, Sanofi, Engie GBS Solutions, Kellogg Company, Danone, Hershey’s, and many more. Autonomous Software is data-driven software that continuously morphs its behavior to the ever-changing underlying domain transactional data. It brings modern digital transformation capabilities like Artificial Intelligence, Robotic Process Automation, Natural Language Processing, Connected Workspaces and LiveCube, a No-code Platform, as out-of-the-box capabilities, features for the finance & accounting domain. Our solutions: Autonomous Receivables for Order to Cash 1. Credit Risk Management Software 2. Global E-Invoicing and Payment Software 3, AI based Cash Application Software 4. AI based Deduction Management Software -
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Scienaptic
Scienaptic AI
Our platform has pre-built APIs for both traditional and alternative credit data sources to accelerate data ingestion for sharper credit decisions. Powerful predictor library based on years of credit experience; pre-configured features that drive better credit decisions. Fully explainable proprietary AI, ML credit modeling methodology that delivers significant lift. Run multiple champion challengers concurrently. Credit models and strategies in one unified workflow. Rapid deployment of new credit models and strategies. Our AI credit underwriting models are explainable, FCRA-compliant, and robust. They come with simplified and automated adverse action reasoning. Comprehensive documentation on logic underlying model, robustness, and limitations of model. Model attributes go through thorough disparate impact analysis to ensure no bias in design. Our AI models provide rich and diverse set of adverse action reasons. -
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Microsoft Cognitive Toolkit
Microsoft
The Microsoft Cognitive Toolkit (CNTK) is an open-source toolkit for commercial-grade distributed deep learning. It describes neural networks as a series of computational steps via a directed graph. CNTK allows the user to easily realize and combine popular model types such as feed-forward DNNs, convolutional neural networks (CNNs) and recurrent neural networks (RNNs/LSTMs). CNTK implements stochastic gradient descent (SGD, error backpropagation) learning with automatic differentiation and parallelization across multiple GPUs and servers. CNTK can be included as a library in your Python, C#, or C++ programs, or used as a standalone machine-learning tool through its own model description language (BrainScript). In addition you can use the CNTK model evaluation functionality from your Java programs. CNTK supports 64-bit Linux or 64-bit Windows operating systems. To install you can either choose pre-compiled binary packages, or compile the toolkit from the source provided in GitHub. -
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Taktile
Taktile
Stop wasting time on painful negotiations with data vendors and start experimenting with new signals in your decision flows through Taktile's off-the-shelf integrations. Taktile empowers you to build and adjust decision flows that combine complex rules and predictive models, without writing any code. Taktile enables you to assess the impact of a new decision flow before setting it live and serves as a central hub for teams to collaborate and sign off on decision flows. Taktile offers data and performance insights so that you can optimize your decisioning based on evidence rather than instinct. Easily design rich decision flows using pre-built no-code blocks such as rules and decision tables as well as free-form Python code. Infuse your decisions with model predictions by using Taktile's native machine learning platform or integrations with cloud ML tools. Leverage new signals in your decision flow and experiment with alternative data from one of Taktile's off-the-shelf integrations. -
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Rapidminer Knowledge Studio
Siemens
Rapidminer Knowledge Studio is a no-code machine learning and predictive analytics solution from Siemens designed for data scientists, business analysts, and business users. It helps users create predictive and prescriptive models through an interactive visual interface without requiring programming skills. The platform uses explainable decision trees and strategy trees to make machine learning models easier to understand, trust, and manage. Users can build drag-and-drop workflows, connect to diverse data sources, and generate actionable insights from business data. Rapidminer Knowledge Studio supports use cases such as credit risk, fraud detection, marketing analytics, product lifecycle planning, and customer loyalty programs. With model code generation in Python, R, SAS, SQL, PMML, and more, it helps organizations move from visual model design to practical implementation. -
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RASON
Frontline Solvers
RASON (RESTful Analytic Solver Object Notation) is a modeling language and analytics platform embedded in JSON and delivered via a REST API that makes it simple to create, test, solve, and deploy decision services powered by advanced analytic models directly into applications. It lets users define optimization, simulation, forecasting, machine learning, and business rules/decision tables using a high-level language that integrates naturally with JavaScript and RESTful workflows, making analytic models easy to embed into web or mobile apps and scale in the cloud. RASON supports a wide range of analytic capabilities, including linear and mixed-integer optimization, convex and nonlinear programming, Monte Carlo simulation with multiple distributions and stochastic programming methods, and predictive models such as regression, clustering, neural networks, and ensembles, plus DMN-compliant decision tables for business logic.Starting Price: Free -
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CreditLens
Moody's Analytics
The Moody’s Analytics CreditLens platform helps financial institutions make better commercial lending decisions, with increased speed and efficiency. Its innovative technology enables consistent spreading, which powers advanced analytics, including the ability to compare and benchmark your portfolio for enhanced risk assessment. Access powerful financial analysis that produces dual risk rating models or use rating models configured to your own internal credit policies and risk rating rules. Enhance your risk assessment using relationship hierarchies created in CreditLens or imported from your CRM database, and conduct multiple risk entity, relationship, and hierarchy modeling. Leverage business rules to minimize errors, increase data accuracy and guide users through the credit risk assessment in accordance with your bank policies. Benefit from data auditability, deal approval frameworks, conditions precedent and covenant adherence for your internal and external policy compliance. -
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Simulation Master
Vortarus Technologies
Simulation Master runs 100% inside Excel in an environment with which you are already comfortable. All reports and charts are Excel native objects allowing you to edit them for communication with colleagues. All simulation functions can be entered directly in the worksheet. If you’re not sure how to enter them, Simulation Master has assistance tools to enter random variables, time series, decision variables, and copulas for you. If you have a decision tree created with DTace, instead of discrete outcomes, you can simulate chance node outcomes with Simulation Master. If you have a machine learning model created with Vaimal, you can simulate the model with Simulation Master. This is a powerful combination that allows data models to be used with analytic simulation models.Starting Price: $199 one-time payment -
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Brighterion
Mastercard
Brighterion has revolutionized artificial intelligence for over 20 years. Our AI solutions stop payment and acquirer fraud, reduce credit risk and delinquency, prevent healthcare fraud, waste and abuse, and more. With extraordinary scalability, your growth is limitless. And with powerful personalization, your business goals define the models. You can experience the power of Brighterion AI in as little as 6-8 weeks with AI Express. We understand that advanced AI can sound complex, and the idea of making the shift from legacy rules-based systems to something unknown can be overwhelming. What if the risk were removed, so you could test drive your custom model in just 6-8 weeks? Be ready to deploy, having seen the ROI and how the models outperform the rules. Harness the power of AI to reduce transaction-level fraud and merchant risk. Detect fraud, waste and abuse before claims are paid. -
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LiDAR360
GreenValley International
LiDAR360 is a comprehensive LiDAR point cloud processing and analysis software developed by GreenValley International. It offers a suite of modules tailored for various industries, including terrain analysis, forestry management, mining, and power line inspection. The software supports massive data processing, is capable of handling over 300 GB of LiDAR data simultaneously, and includes more than 10 advanced point cloud processing algorithms. Key features encompass data preprocessing, filtering, point cloud classification, digital terrain, surface model generation, and 3D visualization. LiDAR360 also provides tools for individual tree segmentation, forest parameter extraction, and regression analysis for biomass estimation, aiding in efficient forest resource surveys. For mining applications, it facilitates open-pit mine modeling, volume change analysis, and tunnel section analysis.Starting Price: $3,300 one-time payment -
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Flower
Flower
Flower is an open source federated learning framework designed to simplify the development and deployment of machine learning models across decentralized data sources. It enables training on data located on devices or servers without transferring the data itself, thereby enhancing privacy and reducing bandwidth usage. Flower supports a wide range of machine learning frameworks, including PyTorch, TensorFlow, Hugging Face Transformers, scikit-learn, and XGBoost, and is compatible with various platforms and cloud services like AWS, GCP, and Azure. It offers flexibility through customizable strategies and supports both horizontal and vertical federated learning scenarios. Flower's architecture allows for scalable experiments, with the capability to handle workloads involving tens of millions of clients. It also provides built-in support for privacy-preserving techniques like differential privacy and secure aggregation.Starting Price: Free -
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Rational Will
SpiceLogic
An integrated Decision Analysis software featured with Decision Tree, Analytic Hierarchy Process, Decision Matrix, Markov Decision Process and more. The user experience of Rational Will is intuitive enough so that you won't feel lost. You can intuitively guess the correct way to achieve what you want to model. Based on your attitude towards risk, get a policy from a Decision Tree and know what action to take in what situation; Always have your plan-B ready before jumping to an action; Use multi-criteria attributes for Pay off. Use advanced utility functions, various metric analysis like Stochastic Dominance, Value at Risk, etc. Super intuitive GUI, so no need to spend time learning through documentation, rather jump-start using the rich User Interface. Our choice of technology is Microsoft .NET. We thrive on giving beautiful and easy to use modern-looking native windows desktop software, mobile apps and interactive web applications. -
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Keepsake
Replicate
Keepsake is an open-source Python library designed to provide version control for machine learning experiments and models. It enables users to automatically track code, hyperparameters, training data, model weights, metrics, and Python dependencies, ensuring that all aspects of the machine learning workflow are recorded and reproducible. Keepsake integrates seamlessly with existing workflows by requiring minimal code additions, allowing users to continue training as usual while Keepsake saves code and weights to Amazon S3 or Google Cloud Storage. This facilitates the retrieval of code and weights from any checkpoint, aiding in re-training or model deployment. Keepsake supports various machine learning frameworks, including TensorFlow, PyTorch, scikit-learn, and XGBoost, by saving files and dictionaries in a straightforward manner. It also offers features such as experiment comparison, enabling users to analyze differences in parameters, metrics, and dependencies across experiments.Starting Price: Free -
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EasyLodge
Easylodge Infrastructure Services
Easylodge is proud to announce the release of version 5 of our renown, industry leading credit engine. Based upon our proven V4 engine, Credit V5™ now incorporates machine learning elements, to better assists credit managers improve decisioning and deliver a clear competitive advantage. EasyLodge® is Australia’s most advanced finance origination and loan management platform, delivering the fastest, most cost effective, ASIC NCCP compliant & customer friendly way of originating credit, ideal for Banks, Credit Unions, Finance Companies or Fintech lenders. Gain the Easylodge Advantage™. Whether you’re a Bank, Credit Union, Finance Company or Finance Broker/Aggregator, you too can utilise Australia’s first and only finance “wrap” to manage your business more efficiently and stand out in a competitive market. EasyLodge® truly is a more efficient and more effective method to access, document, track & fund applications, thus saving considerably on processing costs. -
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Vienna
Oyster Bay Systems
The Vienna platform supports a myriad of new business channels covering both direct to customer and introducer models, allowing total flexibility and optimisation of available routes to market. Fully integrated with the Vienna underwriting, contract administration and back-end, the new business platform allows a completely homogenous and streamlined approach to the point of sale lifecycle. The Vienna underwriting module supports both manual and automated underwriting processes with a configurable rules based engine. Lenders are able to create distinct policies and workflows for different products with full integration to the major credit reference agencies and to third party data services. Vienna enables full automation of the credit decision, pay-out, document production and go-live processes. -
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ZScore
finbots.AI
Rethink your approach to credit risk. Our flagship product ZScore lets you wield the power and accuracy of AI to develop high-performance credit scorecards across the entire credit lifecycle. Process loan applications in real time. Enhanced customer experience. Advanced ML algorithms with robust test, train & validation of models. Rapidly implement and deploy ZScore on your existing infrastructure. Our advanced architectural design with APIs enables integration with existing technologies. Powerful proprietary AI that leads the industry in speed, precision and functionality. All in a simple, affordable platform anyone on your team can use. creditX is among the first AI technologies in the world to pass AI Verify, a robust global framework that objectively validates the performance of AI systems. -
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Cloudsquare Credit
Cloudsquare
Get access to the three major credit bureaus and pull credit reports directly from Salesforce, reducing costly human errors, improving efficiency, and enabling faster and better credit decisions. Cloudsquare Credit is a credit reporting tool that connects to Experian Equifax and Transunion via FactualData enabling underwriters to make credit inquiries directly from within Salesforce. Users get fast and easy access to essential credit check data, the option to run soft or hard pulls, and the ability to fully automate the decision-making process according to their unique business model. Integrate Cloudsquare Credit within your application and underwriting workflows to trigger both soft and hard pulls automatically, reducing human errors and decreasing time-to-decision. All data points from the reports are parsed out individually into Salesforce, meaning you can create sophisticated business logic to automate the qualification process and predetermine what happens next. -
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BigML
BigML
Machine Learning made beautifully simple for everyone. Take your business to the next level with the leading Machine Learning platform. Start making data-driven decisions today! No more wildly expensive or cumbersome solutions. Machine Learning that simply works. BigML provides a selection of robustly-engineered Machine Learning algorithms proven to solve real world problems by applying a single, standardized framework across your company. Avoid dependencies on many disparate libraries that increase complexity, maintenance costs, and technical debt in your projects. BigML facilitates unlimited predictive applications across industries including aerospace, automotive, energy, entertainment, financial services, food, healthcare, IoT, pharmaceutical, transportation, telecommunications, and more. Supervised Learning: classification and regression (trees, ensembles, linear regressions, logistic regressions, deepnets), and time series forecasting.Starting Price: $30 per user per month -
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BANC Mall
SS&C Technologies
SS&C Technologies Holdings (NASDAQ: SSNC) is the world’s largest hedge fund and private equity administrator, as well as the largest mutual fund transfer agency. SS&C’s unique business model combines end-to-end expertise across financial services operations with software and solutions to service even the most demanding customers in the financial services and healthcare industries. Banks and credit unions need high-quality information to support credit decision-making and reporting processes. BANC Mall is a web-based tool that provides access to accurate and up-to-date credit reports, vehicle and home valuations, flood reports, business reports and other relevant data. With information from BANC Mall, you can conduct accurate risk assessments and make smarter, more profitable credit decisions. And you can do it all through a single web portal, without paying the high monthly minimums or subscription fees for reports directly from credit bureaus or data providers. -
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ModelTree
Exquance Software
ModelTree is a powerful platform for cash flow modeling, valuation, and reporting in real estate and private equity investments. Key Features: Valuation Models: Use market-standard and customizable models for accurate asset valuations. Portfolio Management: Model cash flows, import historical data, and analyze returns and risks. Market Insights: Access real-time property market data from trusted vendors. Data Integration: Connect to existing systems for real-time data updates and forecasting. Reporting: Generate custom reports and export to Excel, Word, or PDF. ModelTree empowers real estate professionals to optimize investment strategies, streamline operations, and manage portfolios with greater ease and accuracy. Its user-friendly interface and powerful tools make it an essential solution for data-driven decision-making. Get a free demo today! -
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NVIDIA FLARE
NVIDIA
NVIDIA FLARE (Federated Learning Application Runtime Environment) is an open source, extensible SDK designed to facilitate federated learning across diverse industries, including healthcare, finance, and automotive. It enables secure, privacy-preserving AI model training by allowing multiple parties to collaboratively train models without sharing raw data. FLARE supports various machine learning frameworks such as PyTorch, TensorFlow, RAPIDS, and XGBoost, making it adaptable to existing workflows. FLARE's componentized architecture allows for customization and scalability, supporting both horizontal and vertical federated learning. It is suitable for applications requiring data privacy and regulatory compliance, such as medical imaging and financial analytics. It is available for download via the NVIDIA NVFlare GitHub repository and PyPi.Starting Price: Free -
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NVIDIA Triton™ inference server delivers fast and scalable AI in production. Open-source inference serving software, Triton inference server streamlines AI inference by enabling teams deploy trained AI models from any framework (TensorFlow, NVIDIA TensorRT®, PyTorch, ONNX, XGBoost, Python, custom and more on any GPU- or CPU-based infrastructure (cloud, data center, or edge). Triton runs models concurrently on GPUs to maximize throughput and utilization, supports x86 and ARM CPU-based inferencing, and offers features like dynamic batching, model analyzer, model ensemble, and audio streaming. Triton helps developers deliver high-performance inference aTriton integrates with Kubernetes for orchestration and scaling, exports Prometheus metrics for monitoring, supports live model updates, and can be used in all major public cloud machine learning (ML) and managed Kubernetes platforms. Triton helps standardize model deployment in production.Starting Price: Free
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GiniMachine
HES FinTech
GiniMachine is an AI-based solution for automated decision making. It utilizes advanced machine learning algorithms and company's historical data to build high-performing scoring models. It can be used for credit scoring, collection scoring, application scoring, and expanding marketing (churn prediction), and sales (cross-sell and upsell) opportunities. The system uses a custom implementation of the decision tree ensemble method strengthened with a set of heuristics for preliminary data processing and preparation. The models that are built and provided by GiniMachine are fully compliant with BASEL requirements. The ability of the software to work with massive amounts of data can simplify the application scoring by identifying creditworthy borrowers in various industries. Using historical data of your business, GiniMachine can increase the returns in online loans, auto finance, POS lending, and more. -
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StrategyOne
CRIF
StrategyOne by CRIF Digital is a comprehensive digital decision-making platform that enables businesses to implement, test, and monitor decision processes without coding. It enhances decision logic, credit scoring, and other processes with AI-powered augmented intelligence. Through a user-friendly visual designer, business users can rapidly create and adjust decision strategies, improving decision-making throughout the customer lifecycle. The platform supports what-if analysis, simulation, and strategy optimization with machine learning, and helps ensure compliance with regulations like Basel and IFRS9. It also offers advanced analytics, real-time performance monitoring, and decision logic deployment without downtime, making it easier for organizations to make informed, data-driven decisions. -
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TreeAge Pro
TreeAge Software
TreeAge Pro is the leading tool for building decision trees, Markov models and event-based simulations. TreeAge Software, LLC has been a beacon in decision analysis and health economics for over 30 years. Our team of scientists, engineers, trainers and support associates have grown and developed alongside the decision analytics community to build and refine our flagship software – TreeAge Pro. TreeAge Software, LLC is a privately held company headquartered in Williamstown, Massachusetts. TreeAge Pro is the leading visual tool for creating and analyzing decision trees. Create decision trees of unlimited complexity for any type of decision. TreeAge Pro software is used in a wide array of industries, including healthcare, legal, oil & gas exploration, management consulting, investing, teaching, etc. TreeAge Software has earned the trust of more than fifteen thousand modelers globally, including in the US, Europe, Latin America, Asia, Australia and Africa.Starting Price: $450 one-time payment -
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FinnOne Neo
Nucleus Software
FinnOne Neo is the next-generation lending solution built on an advanced technology platform, designed to shape the future of lending across Retail, Corporate and Islamic sectors. The multi-channel solution helps digitize the complete loan lifecycle end to end, from initial contact with customers and helping make better credit decisions faster to comprehensive loan servicing and sophisticated delinquency management. FinnOne Neo has been designed to meet the challenges of delivering agile and efficient solutions while reducing the cost of operations. With implementations across 50 countries, FinnOne has been recognized as the world’s best-selling lending solution for over 10 years. FinnOne Neo supports both cloud and on-premise deployments. It can be deployed quickly in partnership with leading cloud providers without high upfront capital expenditure. Cloud deployment provides flexibility in scale while optimizing costs by supporting pay-per-use models. -
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Apache Axiom
The Apache Software Foundation
The Apache Axiom™ library provides an XML Infoset compliant object model implementation which supports on-demand building of the object tree. It supports a novel "pull-through" model which allows one to turn off the tree building and directly access the underlying pull event stream using the StAX API. It also has built in support for XML Optimized Packaging (XOP) and MTOM, the combination of which allows XML to carry binary data efficiently and in a transparent manner. The combination of these is an easy to use API with a very high performant architecture! Developed as part of Apache Axis2, Apache Axiom is the core of Apache Axis2. However, it is a pure standalone XML Infoset model with novel features and can be used independently of Apache Axis2. -
41
Deeploy
Deeploy
Deeploy helps you to stay in control of your ML models. Easily deploy your models on our responsible AI platform, without compromising on transparency, control, and compliance. Nowadays, transparency, explainability, and security of AI models is more important than ever. Having a safe and secure environment to deploy your models enables you to continuously monitor your model performance with confidence and responsibility. Over the years, we experienced the importance of human involvement with machine learning. Only when machine learning systems are explainable and accountable, experts and consumers can provide feedback to these systems, overrule decisions when necessary and grow their trust. That’s why we created Deeploy. -
42
Predictive Suite
Predictive Dynamix
Automated variable selection identifies key variables & variable interactions. Insightful visualization of data and model dynamics. Execution of batch commands. SQL queries and dataset browsing. Pre & post-processing for creating variables, constraining outputs, etc. Models easily deployed via ActiveX (i.e., OCX) controls or DLLs. Powerful modeling algorithms include regression, neural networks, self-organizing maps, dynamic clustering, decision trees, fuzzy logic, genetic algorithms. Predictive Dynamix provides computational intelligence software for forecasting, predictive modeling, pattern recognition, classification, and optimization applications, across all industries. Modern neural network technology are powerful computational structure for solving difficult problems involving forecasting and pattern recognition. Multi-layer perceptron neural networks have an architecture that allows multiple coefficients per input variable. -
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Censius is an innovative startup in the machine learning and AI space. We bring AI observability to enterprise ML teams. Ensuring that ML models' performance is in check is imperative with the extensive use of machine learning models. Censius is an AI Observability Platform that helps organizations of all scales confidently make their machine-learning models work in production. The company launched its flagship AI observability platform that helps bring accountability and explainability to data science projects. A comprehensive ML monitoring solution helps proactively monitor entire ML pipelines to detect and fix ML issues such as drift, skew, data integrity, and data quality issues. Upon integrating Censius, you can: 1. Monitor and log the necessary model vitals 2. Reduce time-to-recover by detecting issues precisely 3. Explain issues and recovery strategies to stakeholders 4. Explain model decisions 5. Reduce downtime for end-users 6. Build customer trust
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Predictive Modeling with Machine Learning and Explainable AI. FICO® Analytics Workbench™ is an integrated suite of state-of-the-art analytic authoring tools that empowers companies to improve business decisions across the customer lifecycle. With it, data scientists can build superior decisioning capabilities using a wide range of predictive data modeling tools and algorithms, including the latest machine learning (ML) and explainable artificial intelligence (xAI) approaches. We enhance the best of open source data science and machine learning with innovative intellectual property from FICO to deliver world-class analytic capabilities to discover, combine, and operationalize predictive signals in data. Analytics Workbench is built on the leading FICO® Platform to allow new predictive models and strategies to be deployed into production with ease.
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SpeedTree
IDV
Emmy and Academy Award-winning modeling and animation suite used to create trees and plants for films and television. The industry standard for 3D vegetation modeling in games. Tools include the SpeedTree Modeler, Compiler, and full source SDK. Subscription pipelines for the most popular and cutting-edge game engines. SpeedTree for Games is an Award-winning 3D Procedural vegetation middleware product with fine-tuned art controls. Includes Modeler, Compiler, Tree Library and full-source SDK. Increased performance throughout, including faster instance paging, constant buffer updates, and shader optimizations. SpeedTree Cinema is the award-winning 3D-modeling suite that allows you to model, texture, and animate, both stylized and photoreal vegetation for VFX, arch/viz, or matte paintings. Model and shape any type of vegetation using a combination of procedural and fine-tuned art controls. -
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Rubix
Rubix
You can use Rubix to assess the risk of your counter-party right throughout your business relationship. Rubix helps you take prudent credit risks, build a robust supply chain and monitor compliance for your business partners in India and around the world. At the time you are considering taking on a new distributor, dealer, customer, franchisee, supplier, vendor or service provider, it is important to undertake an on-boarding risk assessment of the firm. If you are a Bank/ Fintech/ NBFC, you should conduct an Identity check (KYC, AML and Compliance) at the time of loan origination followed by an independent credit risk assessment at the loan decisioning stage. A firm’s risk profile changes quite rapidly, especially in today’s interconnected world and volatile business environment. Once you sign up with Rubix to monitor your portfolio, you will be able to track changes in the firm’s risk profile and key developments impacting it on the Rubix automated risk management system. -
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IBM Safer Payments helps you create custom, user-friendly decision models so you can adapt to emerging threats faster and detect fraud with greater speed and accuracy, all without vendor or data scientist dependencies. IBM Safer Payments significantly accelerates modeling optimization by providing the analytics and simulation tools needed to continuously monitor business performance and adapt to emerging and modified fraud patterns. Clients report high detection at ultra-low false-positive rates after deploying our solution. Build, test, validate, and deploy machine-learning models in days versus months without reliance on vendors. Monitor thousands of payments per second. The enterprise-grade solution delivers 99.999% availability and high throughput. With an open platform, import detection models, model components, and IP while using a rich interface to build new models. Enables you to use any data science, machine learning, or artificial intelligence technique.
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Ensemble Dark Matter
Ensemble
Train accurate ML models on limited, sparse, and high-dimensional data without extensive feature engineering by creating statistically optimized representations of your data. By learning how to extract and represent complex relationships in your existing data, Dark Matter improves model performance and speeds up training without extensive feature engineering or resource-intensive deep learning, enabling data scientists to spend less time on data and more time-solving hard problems. Dark Matter significantly improved model precision and f1 scores in predicting customer conversion in the online retail space. Model performance metrics improved across the board when trained on an optimized embedding learned from a sparse, high-dimensional data set. Training XGBoost on a better representation of the data improved predictions of customer churn in the banking industry. Enhance your pipeline, no matter your model or domain. -
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CMS Credit Suite
Credit & Management Systems
CMS’ Corporate Credit Manager has been the industry standard in commercial credit management software since 1985. It has grown through the years from a simple spreadsheet display to a full blown windows enterprise application. With over 1500 users worldwide, CCM has established itself as THE credit management system. Using the knowledge gained in our years of working in the credit industry and much feedback from our user community, we have taken the next step in credit management. Introducing the CMS Credit Suite – a web-based suite of credit management tools, complete with commercial credit scoring, financial statement analysis, credit limit modeling, collection monitoring and management, and robust database reporting, delivered from an efficient user-created dashboard. -
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Online 3D Viewer
Online 3D Viewer
Online 3D Viewer is a free and open-source web solution to visualize and explore 3D models right in your browser. This repository contains the source code of the website and the library behind it. The website supports several file formats for import and export. If a file format has text and a binary version, usually it's recommended to use the binary version. There are several ways to load models. You can use files from your computer or load files hosted on an external web server. You can load models from your computer. In this case, the model won't be uploaded to any web server, the entire process happens in your browser. You can load models by URL with the open URL button on the toolbar. Sometimes you see missing files in the tree. It means that your model refers to another file, but they are not selected to import. To solve the issue you have to import the model again together with the referenced files, or just import the missing files on their own.Starting Price: Free
