[ Rayven Reviews ](https://www.g2.com/products/rayven/reviews) [ Rayven Reviews ](https://www.g2.com/products/rayven/reviews) # Rayven Features ##### ## Reports (17) Reports Interface Reports interface for standard and self-service reports is intuitive and easy to use. Steps to Answer Requires a minimal number of steps/clicks to answer business question. Graphs and Charts Offers a variety of attractive graph and chart formats. Score Cards Score cards visually track KPI's. Dashboards Provides business users an interface to easily design, refine and collaborate on their dashboards Customizable Reports Alter the layout and content of reports Marketing Reports Reports specific to marketing and associated campaigns Sales Reports Reports specific to sales analysis for trends and strategies Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Interactive Reports Edit and personalize data view as needed Customizable Reports Alter the layout and content of reports Customizable Reports Alter the layout and content of reports Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Customizable Dashboard Alter the layout and content of dashboards Reports Interface Reports interface for standard and self-service reports is intuitive and easy to use. Share Reports Receive email reports and notifications regarding metrics. Steps to Answer Requires a minimal number of steps/clicks to answer business question. Show More ##### ## Data Integration (9) 1st-Party Data Integration Integration with ad servers, DSPs, and SSPs, and other data sources for in- and out-bound data transfer. 2nd-Party Data Integration Allows user to combine first party data collected with additional first party data of strategic partners. 3rd-Party Data Integration Breadth of standard integrations to third-party data providers. Offline Data Integration Able to easily integrate data from offline sources. Mobile Data Integration Able to easily integrate mobile data within the DMP platform. Data Import/Export Import and export data to and from software applications Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Real-Time Data Receive data and information in real time Ad Network Integration connects advertisers to websites that want to host advertisements. Show More ##### ## Data Analysis & Optimization (5) Audience Segmentation Ease of segmenting user profiles into groups. Recommendations Analyzes data to find and recommend the highest value customer segmentations. Standard Dashboards Provides pre-built dashboards to aggregate and display data. Custom Reports Allows users to easily build customized reports and dashboards. Campaign Segmentation Group campaigns by project, client, or campaign for better management. Show More ##### ## Platform (28) Data Permissions Able to set data permissions for strategic partners. User, Role, and Access Management Grant access to select data, features, objects, etc. based on the users, user role, groups, etc. Performance and Reliability Software is consistently available (uptime) and allows users to complete tasks quickly because they are not waiting for the software to respond. Enterprise Scalability Provides features to allow scaling for large organizations. Internationalization Enables users to use the DMP in multiple languages. Advertising Management Manage advertising space and its sales within your network or publication Performance Management Organize and manage the accomplishments and development of employees or performance of applications or systems Campaign Management Create a collection of marketing actions to complete specific goals and plan and analyze campaign results Data Storage Management Manage and store data in a database Customer Experience Management Track and understand a customer's overall satisfaction with a product or service to identify areas of improvement. Machine Scaling Facilitates solution to run on and scale to a large number of machines and systems Data Preparation Curates collected data for big data analytics solutions to analyze, manipulate, and model Spark Integration Aligns processing and distribution workflows on top of Apache Hadoop Dashboard Has a centralized dashboard for users to interact with. Plan Information Provides accurate details about active IoT-related data plans. Connection Status Provides real-time status of connections across IoT architecture. SIM Management Monitor and modify SIM cards in embedded devices. Account Alerts Provides notifications about data plan subscriptions. Subscription Billing Pay, update, and optimize network data plans. Dashboard Has a centralized dashboard for users to interact with. Hardware Integrates with existing IoT hardware. Performance Is consistently available (uptime) and allows users to complete tasks reliably. Reporting Provides pre-built or customizable performance reports. Conversation Editor Allows business to edit conversations to meet the unique needs of one's business. Integration Gives users the ability to update systems, like CRM, based on conversations. Human-In-The-Loop Allows users to maintain and observe the accuracy and viability of Intelligent Virtual Assistants. Drag & Drop Editor Editing tool that allows users to drag and drop images, icons, widgets, or other components Human-in-the-loop (HITL) Agents pause for human input at key steps and hand off tasks when beyond their confidence or authority. Show More ##### ## Statistical Tool (3) Scripting Supports a variety of scripting environments Data Mining Mines data from databases and prepares data for analysis Algorithms Applies statistical algorithms to selected data Show More ##### ## Data Analysis (4) Analysis Analyzes both structured and unstructured data Data Interaction Interacts with data to prepare it for visualizations and models Time Series Analysis Series of data points indexed in time order Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Show More ##### ## Decision Making (5) Modeling Offers modeling capabilities Data Visualizations Creates data visualizations or graphs Report Generation Generates reports of data performance Data Unification Unifies information on a singular platform Customizable Reports Alter the layout and content of reports Show More ##### ## Application Design (8) UI Code Extending Gives users the ability to edit or write custom HTML, Javascript or CSS code. Programming Code Extending Allows users to edit or write custom code with programming languages. Customized Branding Provides tools for inserting brand logos, colors, quotes, and other proprietary content. Application Templates Provides base-level application templates to build atop and which users can customize for specifc users and actions. Configurable Workflow Configure existing workflows to meet your organization's needs Rules-Based Workflow Automates and streamlines business processes by creating a sequence of predefined rules and actions that govern the flow of work Project Workflow Create, manage, or update project workflows. Customizable Templates Pre-designed layouts that can be customized to match preferences and requirements Show More ##### ## Data Control (12) Data Migration Lets users add data from existing sources when creating the initial application or changing data sources. Data Synchronization Continuously updates data as users or external data sources are edited. Data Security Encrypts or provides some form of firewall to prevent external parties from accessing sensitive data. Real-Time Data Receive data and information in real time Data Aggregation and Publishing Assemble data from multiple sources Data Migration Lets users add data from existing sources when creating the initial application or changing data sources. Data Synchronization Continuously updates data as users or external data sources are edited. Data Security Encrypts or provides some form of firewall to prevent external parties from accessing sensitive data. Data Migration Lets users add data from existing sources when creating the initial application or changing data sources. Data Synchronization Continuously updates data as users or external data sources are edited. Data Security Encrypts or provides some form of firewall to prevent external parties from accessing sensitive data. Real-Time Data Receive data and information in real time Show More ##### ## Publishing (20) Application Deployment Releases the application for access on desktop or mobile devices. Platform Compatability Lets users build cross-platform applications or provide specific templates for different device types. Lifecycle Management Provides ability to manage application and maintenance from build, throughout the release, and until it's deactivation. Mobile Access Access software remotely via mobile devices Deployment Management Manage the processes involved when making the application ready for use Project Management Plan and coordinate all the resources, costs and time needed to execute assignments Integrations Management Identify which applications need to exchange data and enable these data connections Template Management Create, save, and re-purpose templates for emails, forms, etc. Application Management Track, manage and store the applications of potential future members, customers or candidates Document Management Store, manage, and track all electronic documents in a centralized location Workflow Management Create, design and manage workflows for repetitive tasks Iteration Management Planning out the structure and duration of repetitive intervals of time dedicated to specific tasks during the development cycle Requirements Management Enables creation, management, and tracking of product requirements & features during product production/development Calendar Management Track and manage schedules and meetings via an integrated calendar Task Management Create, manage and track all task activities and progression Forms Management Store, manage and track all forms in a centralized location Application Deployment Releases the application for access on desktop or mobile devices. Platform Compatibility Lets users build cross-platform applications or provide specific templates for different device types. Lifecycle Management Provides ability to manage application and maintenance from build, throughout the release, and until it's deactivation. Mobile Access Access software remotely via mobile devices Show More ##### ## User Interface Design (8) WYSIWYG Editor Provides the ability to drag-and-drop elements into the application to customize interface. Customized Branding Provides tools for inserting brand logos, colors, quotes, and other proprietary content. App Templates Provides base-level application templates to build atop and customize for specifc users and actions. Workflow Management Allows the creation ofpage sequences, forms, and libraries for users navigating the application. Task Management Create, manage and track all task activities and progression Configurable Workflow Configure existing workflows to meet your organization's needs Deployment Management Manage the processes involved when making the application ready for use Integrations Management Identify which applications need to exchange data and enable these data connections Show More ##### ## Data Updates (9) Historical Snapshots Ability to track historical data. Real-Time Updating Track metrics in real time with consistent and frequent updates. Scheduled/Automated Reports Set a time to generate routine reports automatically Customizable Reports Alter the layout and content of reports Predictive Analytics Predict future data based on historical data sets Data Management Ability to handle large datasets Real-Time Data Receive data and information in real time Historical Snapshots Ability to track historical data. Real-Time Updating Track metrics in real time with consistent and frequent updates. Show More ##### ## Model Development (7) Language Support Supports programming languages such as Java, C, or Python. Supports front-end languages such as HTML, CSS, and JavaScript Drag and Drop Offers the ability for developers to drag and drop pieces of code or algorithms when building models Pre-Built Algorithms Provides users with pre-built algorithms for simpler model development Model Training Supplies large data sets for training individual models Database Support Supports common databases such as MySQL and Oracle Multi-Language Manage and support multiple languages Feature Engineering Transforms raw data into features that better represent the underlying problem to the predictive models Show More ##### ## Machine/Deep Learning Services (6) Computer Vision Offers image recognition services Natural Language Processing Offers natural language processing services Natural Language Generation Offers natural language generation services Artificial Neural Networks Offers artificial neural networks for users Natural Language Understanding Offers natural language understanding services Deep Learning Provides deep learning capabilities Show More ##### ## Deployment (3) Managed Service Manages the intelligent application for the user, reducing the need of infrastructure Application Allows users to insert machine learning into operating applications Scalability Provides easily scaled machine learning applications and infrastructure Show More ##### ## Database (3) Real-Time Data Collection Collects, stores, and organizes massive, unstructured data in real time Data Distribution Facilitates the disseminating of collected big data throughout parallel computing clusters Data Lake Creates a repository to collect and store raw data from sensors, devices, machines, files, etc. Show More ##### ## Integrations (2) Hadoop Integration Aligns processing and distribution workflows on top of Apache Hadoop Spark Integration Aligns processing and distribution workflows on top of Apache Hadoop Show More ##### ## Processing (2) Cloud Processing Moves big data collection and processing to the cloud Workload Processing Processes batch, real-time, and streaming data workloads in singular, multi-tenant, or cloud systems Show More ##### ## Data Transformation (5) Real-Time Analytics Facilitates analysis of high-volume, real-time data. Data Querying Allows user to query data through query languages like SQL. Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Predictive Analytics Predict future data based on historical data sets Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Show More ##### ## Connectivity (12) Hadoop Integration Aligns processing and distribution workflows on top of Apache Hadoop Spark Integration Aligns processing and distribution workflows on top of Apache Spark Multi-Source Analysis Integrates data from multiple external databases. Data Lake Facilitates the dissemination of collected big data throughout parallel computing clusters. Real-Time Data Receive data and information in real time Data Capture and Transfer Import, collect, and capture data from multiple sources Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance What-if Analysis Provides varying estimates based on different scenarios Statistical Analysis Apply statistical/mathematical models to sets of data Data Blending Merge data from multiple sources to a single data set Ad hoc Analysis Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Operations (10) Data Visualization Processes data and represents interpretations in a variety of graphic formats. Data Workflow Strings together specific functions and datasets to automate analytics iterations. Governed Discovery Isolates certain datasets and facilitates management of data access. Embedded Analytics Allows big data tool to run and record data within external applications. Notebooks Use notebooks for tasks such as creating dashboards with predefined, scheduled queries and visualizations Data Discovery Discover and connect variety of data sources to the application for analysis Process Control The ability for administrators to update or change processes, configurations, workflows, and securitty mechanisms. Interoperability Connects to external systems and applications as needed to complete team workflows. Interface Offers simple, intuitive interface for designing IoT applications with little or no coding. Access Controls Configure user access and account permissions for edge device and application access. Show More ##### ## Setup (6) Activities Provide standard activities and tasks that can be customized by users Flows Users can easily create flows using drag and drop features Dependencies Define and manage dependencies between tasks and workflows Notifications Include alters that can be used with workflows Calendar Management Track and manage schedules and meetings via an integrated calendar Business Process Automation Helps automate and manage information, tasks, and procedures by establishing routines and patterns associated with processes Show More ##### ## Management (15) Updates Ability to update multiple workflows at the same time Audit Trail Maintain a history of all workflow changes Integration Integrate with ERP or project management software Reporting View ETL process data via reports and visualizations like charts and graphs. Auditing Record ETL historical data for auditing and potential data correction needs. Source and Destination Selection Allow users to select the data's source(s) and destination(s) for the exchange process. Solution Integration Integrate with other data-oriented solutions. Reporting and Visualization Generate reports, dashboards, and graphics around data exchange KPIs and stats. Data Governance Provide data governance strategies or capabilities for exchanged and acquired data. Third-Party Apps Allows users to manage third party application integration White Labelled Provides a fully white labelled solution Workflow Provides users with intelligent workflow automation capabilities Self-Service Self-service enables a software provider’s customers to easily activate packaged integrations. Monitoring Monitoring features, including instrumentation and observability, enable the product team and operations teams to centrally manage all customer integrations. Notification Notification and alerts are included that empower development teams to manage and push out updates to integrations to across their customer base. Show More ##### ## Functionality (34) Extraction Extract data from the designated source(s) like relational databases, JSON files, and XML files. Transformation Cleanse and re-format extracted data to the needed target format. Loading Load reformatted data into target database, data warehouse, or other storage location. Automation Arrange ETL processes to occur automatically on needed time schedule (e.g., daily, weekly, monthly). Scalability Capable of scaling processing power up or down based on ETL volume. Non-Relational Transformations Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Platform Provides a functional platform for development of IoT applications. Multi-Language Support Provides the ability to write in more than one programming language. Performance Is consistently available (uptime) and allows users to complete tasks reliably. Help Guides Supplies users with basic-to-intermediate guides regarding IDE functionality and use cases. Ease of Use Facilitates simpler user experience through syntax highlighting, shortcuts, completion aid automation, etc. Patches & Updates Downloads and installs updates automatically for product improvement and pace-keeping with programming language evolution. Integrations Offers pre-built integrations with other development software and/or IoT software. App complexity Allows users to create complex applications with rich features. App Variety Allows users to create a wide variety of application types. Customized Branding Provides tools for inserting brand logos, colors, quotes, and other proprietary content. Application Templates Provides base-level application templates to build atop and customize for specifc users and actions. Ease of Use Facilitates simpler user experience through syntax highlighting, shortcuts, completion aid automation, etc. File Management Manage individual software component files as a part of the greater overall project. Multi-Language Support Provides the ability to write in more than one programming language. Customization Allows users to modify interface (e.g., theme selection) and layout by personal preference. Straight-Out-the-Box Functionality Performs core functionalities without the need of immediate additional feature or add-on installations. Help Guides Supplies users with basic-to-intermediate guides regarding IDE functionality and use cases. Patching & Updates Downloads and installs updates automatically for product improvement and pace-keeping with programming language evolution. Workflow Management Create, design and manage workflows for repetitive tasks Change Management Track and monitor efficient handling of all changes/transitions Deployment Management Manage the processes involved when making the application ready for use Performance Management Organize and manage the accomplishments and development of employees or performance of applications or systems Compliance Management Track and manage adherence to policies for any service, product, process, or supplier Lifecycle Management Manage the end-to-end lifecycle, from initial setup/development to deployment and maintenance Task Management Create, manage and track all task activities and progression Document Management Store, manage, and track all electronic documents in a centralized location Database Support Supports common databases such as MySQL and Oracle Show More ##### ## System (2) Data Ingestion & Wrangling Gives user ability to import a variety of data sources for immediate use Real-Time Data Receive data and information in real time Show More ##### ## Data Sources (3) Pre-Built Connectors Provides useful pre-defined data connections to various types of IoT sensors and objects. API Provides a robust external interface for integrating data, logic and workflows with other software applications. Performance and Stability Maintains an efficient, reliable data flow with established sources. Show More ##### ## Analytics (5) Queries Run detailed queries for searching, sorting, and analyzing data. Dashboards Create personalized dashboards for observing and interacting with data. Visualizations Contains tools to visualize data sets or workflows. Insights Offers actionable insights or relevant findings from unstructured data sets. Data Visualization Graphical representation of data Show More ##### ## Metrics (4) For IoT Devices Specialized for devices with sensors and processing ability to connect and exchange data over the internet Operational Performance Learn about overall operational performance from device observations. Environmental Conditions Make observations about environmental and workplace conditions. Resource Usage Measure the usage of and/or demand for various resources. Show More ##### ## Monitoring (3) Device Status Observe the general health and status of connected devices. Alerts & Notifications Receive timely notifications about system issues or abnormalities. Analytics Collect data related to device processes and conditions. Show More ##### ## Device Recognition (3) Device Discovery Automatically discovers available devices in the local network. Device Types Recognizes a variety of sensor and device types. Dashboard Has a centralized dashboard of connected devices for users to interact with. Show More ##### ## Provisioning (4) Remote Configuration Modify device or sensor settings from anywhere. Event Triggering Allows for remote execution of device actions and events. Device Diagnostics & Repair Assess individual device issues and repair over the cloud if possible. Firmware Updates Send bulk updates and upgrades directly to devices. Show More ##### ## Security (10) Access Controls Configure user access and account permissions Network Security Offers protocols for network security. Compliance Ensures regulatory compliance across systems and processes. Cryptography Disguise critical data to prevent theft and suspicious activity. Data Encryption Employs data encryption both at rest and in transit. Security Standards Comply to key industry standards like SOC 2, ISO 27001, PCI DSS, HIPAA etc to protect and safeguard data. Communication Protocol Supports secure communication protocols like FTPS, SFTP etc SSL Security Security protocol that ensures secure, encrypted communication over the internet, safeguarding sensitive data from unauthorized access Authentication Ability for users to offload authentication integration Compliance Compliant with GDPR, HIPPA, and other necessary regulations Show More ##### ## Application Design (6) Interface Offers simple, intuitive interface for designing IoT applications with little or no coding. Templates Includes pre-built templates for basic IoT applications or components. Device Workflows Allows for designing and deploying of connected system workflows. Testing Provides in-app testing capabilities for IoT projects. Hardware Support Supports a variety of connected objects and sensor types. Application Deployment Releases the live application for its intended use. Show More ##### ## Application Control (16) Data Migration Lets users add data from existing sources when creating the initial application or changing data sources. Data Syncronization Continuously updates data as users or external data sources are edited. Data Security Encrypts or provides some form of firewall to prevent external parties from accessing sensitive data. Integrations Offers pre-built integrations with other development software and/or IoT software. Lifecycle Management Provides ability to manage application and maintenance from build, throughout the release, and until its deactivation. Analytics Generates data related to application usage and performance. Predictive Analytics Predict future data based on historical data sets Real-Time Analytics Analyze and gain insights into data in real-time Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Real-Time Data Receive data and information in real time Workflow Management Create, design and manage workflows for repetitive tasks Connectivity Management Critical link between devices, network, and reliable delivery of IoT data. Device Management Maintenance and upkeep of physical and/or virtual devices Configuration Management Identify component attributes like servers, hardware, software, and manage relationships across all services Data Storage Management Manage and store data in a database Data Management Ability to handle large datasets Show More ##### ## Systems Management (6) Device Discovery Automatically and/or manually identify internet-enabled devices in the specified manufacturing areas. System Integration Connect disparate systems to form a unified intelligent manufacturing architecture. Remote Access Allows for remote control and modification of individual devices or systems. Workflows Design intelligent workflows for specified devices, such as automated adjustments and event triggers. Hardware Integrates with existing IoT hardware. Dashboard Has a centralized dashboard for users to interact with. Show More ##### ## IoT Capabilities (8) Process Automation Automate processes for individual devices or unified systems. Security Offers assistance with factory security. Safety Offers assistance with employee, product, and equipment safety. Environmental Conditions Observe and respond to environmental changes. Resource Optimization Improves resource utilization across connected devices. Product Quality Assists with overall improvement of product quality and volume. Predictive Maintenance Provides timely insights into equipment health and conditions for proactive maintenance. Analytics Provides pre-built or customizable performance reports. Show More ##### ## Connected Device Security (8) Vulnerability Assessment Performs risk and security gap assessments for connected assets. Identity Lifecycle Assists with authentication and authorization of connected assets. Threat Protection Provides general protection against device threats, such as firewall and antivirus tools. Behavior Analysis Monitors device behaviors to identify abnormal events. Incident Response Responds to suspicious activity related to IoT devices. This may include actions such as threat containment and eradication as well as device recovery. IoT Network Security Provides security measures for IoT networks and gateways. OTA Updates Automatically sends over-the-air (OTA) security updates to connected devices. Alerts & Notifications Sends timely security notifications to users in-app or through email, text message or otherwise. Show More ##### ## Reporting (3) Data Usage Track the volume of data being used across IoT networks and devices. Available Bandwidth Track the available bandwidth for individual device data or networks as a whole. Cost Analytics Measure the ongoing and expected costs of active IoT systems. Show More ##### ## Exchange Functions (2) Data Transmission Transmit data without altering the data’s inherent meaning. Data Normalization Normalize transmitted data for easier consumption by the receiving system. Show More ##### ## Data as a Service (4) Market Data Acquisition Facilitate market data-as-a-service acquisition. Industry Data Acquisition Facilitate industry data-as-a-service acquisition. Source Data Acquisition Facilitate consumption source (e.g., web, mobile, IoT) data-as-a-service acquisition. Targeted Data Acquisition Facilitate targeted subject matter data-as-a-service acquisition. Show More ##### ## Responses (4) Personalization Provides personalized responses to interlocator based on segmentation or past responses. Route To Human Has tools (e.g. dashboards and reports) to better understand conversations Intelligent Virtual Assistants have had. Natural Language Understanding (NLU) Can have a natural, human-like conversation with an interlocator. Multi-Language Manage and support multiple languages Show More ##### ## Edge (4) Local processing Executes compute functions on local devices to remain consistently available and allows users to complete tasks reliably. Edge Analytics Generates data related to device and application usage and performance. Edge Data Storage Stores device and application data locally to minimize potential for vulnerabilities and exposure. Edge Application Management Provides administration features for deploying live applications on edge devices. Show More ##### ## Performance (4) Containerization Allows users to manage, orchestrate, and deploy containers on local devices. Performance and Stability Maintains an efficient, reliable data flow with established sources. Device Performance Track the individual performance of connected devices. Scalability Expands functionality while maintaining balanced loads. Serves growing demand without reducing functionality. Show More ##### ## Development (16) Real-Time Integration Supports event or transaction based integrations that react to changes in real-time API Designer Provides a web-based interface for designing, documenting, and testing APIs. Flow Designer Allows for integration development through the visual development of integration logic flows with the help od a drag and drop user interface. Pre-Built Connectors Facilitiates API development and integrations with prebuilt connectors, templates, and examples. Custom Connectors Provides the ability to create connectors from existing services and APIs in catalog. Reusable connectors Provides prebuilt, reusable connectors and workflows for all user integration requirements. Multi - tenant architecture Enables multiple tenants (customers) to securely share physical computing resources. Data Connectors Connect to big data sources QuickBooks Integration Integrates with QuickBooks Active Directory Integration Integrates with Active Directory Cloud Data Integration Integrating data specifically through the cloud ERP integration Integrate with existing ERP systems Third-Party Integrations Set up connections to third-party platforms to improve business processes Social Media Integration Integrate with social media platforms such as Facebook, Twitter, LinkedIn, etc. Accounting Integration Integrate with a third-party accounting system Website Integration Seamlessly integrates with 3rd party websites Show More ##### ## Management (23) Monitoring & Notification Console for monitoring resource utilization, system health, ability to start and stop processes, etc. Routing And Orchestration Enables data routing on configuration basis and management of complex workflows through an orchestration engine. Data Mapping Facilitates to and fro data map according to the data model between applications/web services. Data Transformation Provides standard tools and functions to convert data values from the data format of a source system into the data format of a destination system. API Management Supports and oversees the management of API products across their full lifecycle Data Management Ability to handle large datasets Document Management Store, manage, and track all electronic documents in a centralized location Workflow Management Create, design and manage workflows for repetitive tasks Application Management Track, manage and store the applications of potential future members, customers or candidates Transaction Management Manage, record and track all business exchanges in form of money and its related interactions in the system Metadata Management Collect and maintain structured information that describes data or content Integrations Management Identify which applications need to exchange data and enable these data connections Data Storage Management Manage and store data in a database User Management Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks Payroll Management Manage employee salary processes, data, taxes, and records administration efficiently Email Management Manage, store and organize emails within the system or via third-party apps Integration Management Identify which applications need to exchange data and enable these data connections Help Desk Management Managing service requests, incidents, IT issues & support with a ticketing system HR Management Automates core HR functions such as talent management, employee evaluation and learning management eCommerce Management Has a built-in eCommerce system or integrates with third-party systems to manage online sale of products Sales Management Managing activities & processes related to planning, coordination, implementation, control, and evaluation of sales performance. Real-Time Monitoring Active monitoring of systems, applications, or networks Real-Time Notifications Notifications that are delivered to users as soon as an event occurs Show More ##### ## Integration Options (6) Data Virtualization Integrates data from disparate sources, without physical data movement Managed File Transfers Provides one or more methods to securely transfer data from one location to another through a network Big Data Processing Provides integration to BigData sources such as Hadoop and other NoSQL sources (MongoDB, Cassandra and HBase) EDI Provides Integrations to EDI service providers. Real-Time Data Receive data and information in real time Data Capture and Transfer Import, collect, and capture data from multiple sources Show More ##### ## Visualization (7) Graphs and Charts Offers a variety of attractive graph and chart formats. Score Cards Score cards visually track KPI's. Dashboards Provides business users an interface to easily design, refine and collaborate on their dashboards Formats Allows one to create and export visualization into various formats (PNG, JPEG, etc.) Mobile Dashboards View and present dashboard on mobile devices Public Dashboards Publish dashboard publicly on various platforms Private Dashboards Share dashboard screen within private user groups Show More ##### ## Collaboration (3) Sharing Provides the ability to easily share visualizations. Co-Editing Allows multiple users to edit and create visualizations together. Devices Has the ability to edit visualization across devices and device types (e.g. computer and phone). Show More ##### ## Deployment (2) Hybrid Supports deployment of integration apps both on-premisis and cloud environments/ Cloud to Cloud Supports deployment of integration apps to a managed cloud environment Show More ##### ## Data (1) Scalability Scales to adapt to rising data volume Show More ##### ## Development (2) Low-Code Provides users with self-service, low-code/no-code development options Customization Allows users to build and deploy custom integrations for customer-facing applications Show More ##### ## Application Integration (4) Third Party Organizations have the ability to integrate applications with third party and/or customer facing applications. Scalability Elastic processing capabilities enable software providers to meet customer integration processing demand. Workflow Automation Platform provides users with prebuilt application connectors and integration workflow automations. Connectivity Connectivity APIs can be enabled to allow development teams to directly integrate with applications, databases, and services. Show More ##### ## Query latency (2) Lower query latency Aids in faster processing of query to obtain results. Continuous queries Enables faster queries and search engine-like workloads. Show More ##### ## Data latency (2) Lower data latency Enables the user to track the time taken for data to be generated and available for processing Data pipeline performance Aids in monitoring and reporting data pipeline performance. Show More ##### ## Connectors (2) Faster ingestion Manages in building pipelines between two protocols. Built-in connectors Allows continuous data ingestion directly from the data source. Show More ##### ## Scale (2) Linearly scalable database Aids the database in scaling horizontally and vertically in petabytes. Storage management Helps store the data in fixed size segments called vectors for better management. Show More ##### ## Architecture (2) Data security Enables ingesting data efficiently and securely. Lockless architecture Allows concurrent access to data without the use of any table locks. Show More ##### ## Generative AI (14) AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Generative AI Use AI to generate content in the form of text, images, videos, etc. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. Generative AI Use AI to generate content in the form of text, images, videos, etc. AI Text Generation Allows users to generate text based on a text prompt. AI Text Summarization Condenses long documents or text into a brief summary. AI Text-to-Image Provides the ability to generate images from a text prompt. Generative AI Use AI to generate content in the form of text, images, videos, etc. AI Text Generation Allows users to generate text based on a text prompt. Generative AI Use AI to generate content in the form of text, images, videos, etc. Show More ##### ## Scalability and Performance - Generative AI Infrastructure (3) AI High Availability Ensures that the service is reliable and available when needed, minimizing downtime and service interruptions. AI Model Training Scalability Allows the user to scale the training of models efficiently, making it easier to deal with larger datasets and more complex models. AI Inference Speed Provides the user the ability to get quick and low-latency responses during the inference stage, which is critical for real-time applications. Show More ##### ## Cost and Efficiency - Generative AI Infrastructure (3) AI Cost per API Call Offers the user a transparent pricing model for API calls, enabling better budget planning and cost control. AI Resource Allocation Flexibility Provides the user the ability to allocate computational resources based on demand, making it cost-effective. AI Energy Efficiency Allows the user to minimize energy usage during both training and inference, which is becoming increasingly important for sustainable operations. Show More ##### ## Integration and Extensibility - Generative AI Infrastructure (3) AI Multi-cloud Support Offers the user the flexibility to deploy across multiple cloud providers, reducing the risk of vendor lock-in. AI Data Pipeline Integration Provides the user the ability to seamlessly connect with various data sources and pipelines, simplifying data ingestion and pre-processing. AI API Support and Flexibility Allows the user to easily integrate the generative AI models into existing workflows and systems via APIs. Show More ##### ## Security and Compliance - Generative AI Infrastructure (3) AI GDPR and Regulatory Compliance Helps the user maintain compliance with GDPR and other data protection regulations, which is crucial for businesses operating globally. AI Role-based Access Control Allows the user to set up access controls based on roles within the organization, enhancing security. AI Data Encryption Ensures that data is encrypted during transit and at rest, providing an additional layer of security. Show More ##### ## Usability and Support - Generative AI Infrastructure (2) AI Documentation Quality Provides the user with comprehensive and clear documentation, aiding in quicker adoption and troubleshooting. AI Community Activity Allows the user to gauge the level of community support and third-party extensions available, which can be useful for problem-solving and extending functionality. Show More ##### ## Automation - AI Agents (7) Sales Follow-Up Allows users to automate responses to customer inquiries across various channels. Customer Interaction Automation Allows users to automate responses to customer inquiries across various channels. Lead Generation Allows users to automate the process of generating and qualifying sales leads. Document Processing Allows users to automate the handling, processing, and management of documents. Feedback Collection Provides users the ability to automate the collection and analysis of feedback from customers, employees, or other stakeholders. Natural Language Processing Process and analyze human language in text or audio form Simulation and Scenario Generation Generative AI can generate synthetic data and simulate scenarios for training and testing purposes. Show More ##### ## Autonomy - AI Agents (4) Independent Decision Making Allows the AI agent to learn from interactions and adapt its responses accordingly. Adaptive Responses Allows the AI agent to learn from interactions and adapt its responses accordingly. Task Execution Provides the AI agent the ability to execute tasks without requiring constant user input. Problem Solving Allows the AI agent to identify and resolve issues without user intervention. Show More ##### ## Integration - Machine Learning (2) Integration Supports integration with multiple data sources for seamless data input. Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Learning - Machine Learning (3) Training Data Enhances output accuracy and speed through efficient ingestion and processing of training data. Actionable Insights Generates actionable insights by applying learned patterns to key issues. Algorithm Continuously improves and adapts to new data using specified algorithms. Show More ##### ## Prompt Engineering - Large Language Model Operationalization (LLMOps) (2) Prompt Optimization Tools Provides users with the ability to test and optimize prompts to improve LLM output quality and efficiency. Template Library Gives users a collection of reusable prompt templates for various LLM tasks to accelerate development and standardize output. Show More ##### ## Model Garden - Large Language Model Operationalization (LLMOps) (1) Model Comparison Dashboard Offers tools for users to compare multiple LLMs side-by-side based on performance, speed, and accuracy metrics. Show More ##### ## Custom Training - Large Language Model Operationalization (LLMOps) (1) Fine-Tuning Interface Provides users with a user-friendly interface for fine-tuning LLMs on their specific datasets, allowing better alignment with business needs. Show More ##### ## Application Development - Large Language Model Operationalization (LLMOps) (1) SDK & API Integrations Gives users tools to integrate LLM functionality into their existing applications through SDKs and APIs, simplifying development. Show More ##### ## Model Deployment - Large Language Model Operationalization (LLMOps) (2) One-Click Deployment Offers users the capability to deploy models quickly to production environments with minimal effort and configuration. Scalability Management Provides users with tools to automatically scale LLM resources based on demand, ensuring efficient usage and cost-effectiveness. Show More ##### ## Guardrails - Large Language Model Operationalization (LLMOps) (2) Content Moderation Rules Gives users the ability to set boundaries and filters to prevent inappropriate or sensitive outputs from the LLM. Policy Compliance Checker Offers users tools to ensure their LLMs adhere to compliance standards such as GDPR, HIPAA, and other regulations, reducing risk and liability. Show More ##### ## Model Monitoring - Large Language Model Operationalization (LLMOps) (2) Drift Detection Alerts Gives users notifications when the LLM performance deviates significantly from expected norms, indicating potential model drift or data issues. Real-Time Performance Metrics Provides users with live insights into model accuracy, latency, and user interaction, helping them identify and address issues promptly. Show More ##### ## Security - Large Language Model Operationalization (LLMOps) (2) Data Encryption Tools Provides users with encryption capabilities for data in transit and at rest, ensuring secure communication and storage when working with LLMs. Access Control Management Offers users tools to set access permissions for different roles, ensuring only authorized personnel can interact with or modify LLM resources. Show More ##### ## Gateways & Routers - Large Language Model Operationalization (LLMOps) (1) Request Routing Optimization Provides users with middleware to route requests efficiently to the appropriate LLM based on criteria like cost, performance, or specific use cases. Show More ##### ## Inference Optimization - Large Language Model Operationalization (LLMOps) (1) Batch Processing Support Gives users tools to process multiple inputs in parallel, improving inference speed and cost-effectiveness for high-demand scenarios. Show More ##### ## Customization - AI Agent Builders (6) Natural Language Configuration Supports configuration using natural language instructions. Tone Customization Allows users to customize the tone of agent. Security Guardrails Enables definition of clear security guardrails for agent actions. API Security Protect APIs from threats using authentication, access control and encryption Data Security Protect sensitive data for digital privacy Authentication Verify the identity of users/devices to enable secure access Show More ##### ## Functionality - AI Agent Builders (6) Omni-channel Support Provides support across web, mobile, messaging apps, and other channels. Agent Branding Allows customization of agent branding, including visual appearance and conversational style. Proactive Response Capabilities Equips agents with proactive response capabilities based on predefined triggers. Seamless Human Escalation Facilitates seamless escalation to human employees for complex issues. Multimedia Support Supports various file formats Multi-Modal Input Support Processing different types of input like text, voice, images etc. Show More ##### ## Data and Analytics - AI Agent Builders (3) Analytics & Reporting Provides analytics and reporting on agent performance and interactions. Contextual Awareness Offers agents the ability to maintain contextual awareness across interactions. Data Privacy Compliance Ensures compliance with data privacy and governance requirements. Show More ##### ## Integration - AI Agent Builders (5) Workflow Automation Automates workflows and actions based on agent responses. API Usage Allows the use of APIs for advanced agent configuration. Platform Interoperability Enables interoperability with multiple platforms for unified experiences. CRM Data Integration Allows integration with CRM data to ground agent responses in business context. Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Workflow Design & Orchestration (2) Task Logic and Sequencing Supports defining task order, dependencies, and conditional logic in workflows. Visual Workflow Builder Provides a visual interface for managing workflows without code. Show More ##### ## Integrations & Connectivity (2) Pre-Built Integrations Offers pre-built connectors for widely used business applications and systems. Custom Integration Capabilities Provides API and webhook support for building and managing custom integrations. Show More ##### ## Automation Execution & Intelligence (2) AI-Powered Optimization Provides AI-driven insights or suggestions to improve workflow performance and efficiency. Trigger-Based Automation Supports initiating workflows based on schedules, user actions, or system events. Show More ##### ## Development & Customization (2) Low-Code/No-Code Tools Provides a low-code or no-code interface for creating and modifying workflows. Reusable Components Allows reuse of workflow elements such as templates, forms, or logic blocks. Show More ##### ## Governance & Security (2) Audit Logging Offers detailed audit trails to monitor changes and user activity within workflows. Role-Based Access Control Provides tools to manage access permissions based on user roles. Show More ##### ## Reporting & Analytics (2) Real-Time Dashboards Offers real-time dashboards to track progress and automation impact. Workflow Analytics Provides metrics and insights into workflow performance and bottlenecks. Show More ##### ## Agentic AI - Low-Code Development Platforms (3) Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Show More ##### ## Agentic AI - Drag and Drop App Builder (3) Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Show More ##### ## Agentic AI - No-Code Development Platforms (3) Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Show More ##### ## Agentic AI - Business Automation Platforms (BAPs) (6) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Industrial IoT (1) Proactive Assistance Anticipates needs and offers suggestions without prompting Show More ##### ## Agentic AI - Data Science and Machine Learning Platforms (8) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Third-Party Integrations Set up connections to third-party platforms to improve business processes Show More ##### ## Agentic AI - Workflow Management (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Natural Language Interaction Engages in human-like conversation for task delegation Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Show More ##### ## Agentic AI - Data Management Platform (DMP) (7) Autonomous Task Execution Capability to perform complex tasks without constant human input Multi-step Planning Ability to break down and plan multi-step processes Cross-system Integration Works across multiple software systems or databases Adaptive Learning Improves performance based on feedback and experience Proactive Assistance Anticipates needs and offers suggestions without prompting Decision Making Makes informed choices based on available data and objectives Campaign Planning Plan and strategize marketing campaigns Show More ##### ## Additional Functionality (631) Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Real-Time Updates Receive system updates as soon as any changes are made Graphical User Interface A visual way of interacting with an application or operating system using items such as windows, icons, and menus No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Real-Time Reporting Active reporting of data and metrics Data Visualization Graphical representation of data Customizable Fields Customize data fields to support various needs and use cases Charting Manage patient documentation describing all clinical interactions, diagnoses, procedures, medications, etc. Integrated Development Environment An application for source code editing, compiling, and debugging Customizable Forms Customize contracts and forms to collect specific information Generative AI Use AI to generate content in the form of text, images, videos, etc. API Application programming interface that allows for integration with other systems/databases Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Agile Methodologies Iterative project Management approach that involves technologies such as Kanban, Scrum, XP, APF, XPM and more Web Forms Web form that allows users to enter data that is sent and processed for different reasons Custom Development Development of custom software, web apps, mobile apps, etc. Offline Access Ability of websites, web applications, or mobile applications to function without an active internet connection Customizable Reports Alter the layout and content of reports Visual Modeling Use visual elements such as pre-built blocks and/or shapes to assemble a model or design Access Controls/Permissions Define levels of authorization for access to specific files or systems Authentication Verify the identity of users/devices to enable secure access Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Secure Data Storage Securely stores data to prevent data loss or breaches Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Approval Process Control Manage the process of evaluating documents or requests submitted for approval Web/Mobile App Development Create/edit commerce applications for mobile devices and/or web Data Import/Export Import and export data to and from software applications Version Control Track revisions and updates made to files and navigate between different versions Real-Time Notifications Notifications that are delivered to users as soon as an event occurs Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components For No-Code Development Build applications without the use of code Performance Metrics A set of indicators that tracks the performance of networks, applications, systems, teams, etc. Pre-Built Modules Existing templates or individual parts of a bigger design commonly used in software, coding, learning courses etc. Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Real-Time Updates Receive system updates as soon as any changes are made Graphical User Interface A visual way of interacting with an application or operating system using items such as windows, icons, and menus No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Real-Time Reporting Active reporting of data and metrics Data Visualization Graphical representation of data Customizable Fields Customize data fields to support various needs and use cases Charting Manage patient documentation describing all clinical interactions, diagnoses, procedures, medications, etc. Integrated Development Environment An application for source code editing, compiling, and debugging Customizable Forms Customize contracts and forms to collect specific information Generative AI Use AI to generate content in the form of text, images, videos, etc. API Application programming interface that allows for integration with other systems/databases Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Agile Methodologies Iterative project Management approach that involves technologies such as Kanban, Scrum, XP, APF, XPM and more Web Forms Web form that allows users to enter data that is sent and processed for different reasons Custom Development Development of custom software, web apps, mobile apps, etc. Offline Access Ability of websites, web applications, or mobile applications to function without an active internet connection Customizable Reports Alter the layout and content of reports Visual Modeling Use visual elements such as pre-built blocks and/or shapes to assemble a model or design Access Controls/Permissions Define levels of authorization for access to specific files or systems Authentication Verify the identity of users/devices to enable secure access Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Secure Data Storage Securely stores data to prevent data loss or breaches Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Approval Process Control Manage the process of evaluating documents or requests submitted for approval Web/Mobile App Development Create/edit commerce applications for mobile devices and/or web Data Import/Export Import and export data to and from software applications Version Control Track revisions and updates made to files and navigate between different versions Real-Time Notifications Notifications that are delivered to users as soon as an event occurs Custom Development Development of custom software, web apps, mobile apps, etc. Audit Trail A record of all activities within the system, including user access, changes made, etc. AI-assisted Development Receive suggestions from an automated tool on the next steps to take in the development process based on your prior activity Collaborative Development Work with others within one platform/system on the application development process Document Storage Store and organize documents in a centralized system Approval Process Control Manage the process of evaluating documents or requests submitted for approval Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges CRM Built-in customer relationship management (CRM) capabilities or integration with a third-party CRM system Access Controls/Permissions Define levels of authorization for access to specific files or systems Third-Party Integrations Set up connections to third-party platforms to improve business processes Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Real-Time Reporting Active reporting of data and metrics Customizable Reports Alter the layout and content of reports Performance Monitoring Monitoring and measurement of relevant metrics to assess the performance of IT resources Version Control Track revisions and updates made to files and navigate between different versions Database Support Supports common databases such as MySQL and Oracle Data Import/Export Import and export data to and from software applications Graphical Workflow Editor Create, design and modify the flow and processes of tasks in a project Visual Modeling Use visual elements such as pre-built blocks and/or shapes to assemble a model or design Business Process Automation Helps automate and manage information, tasks, and procedures by establishing routines and patterns associated with processes AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities API Application programming interface that allows for integration with other systems/databases Data Visualization Graphical representation of data Generative AI Use AI to generate content in the form of text, images, videos, etc. Customizable Forms Customize contracts and forms to collect specific information Customizable Fields Customize data fields to support various needs and use cases Web/Mobile App Development Create/edit commerce applications for mobile devices and/or web Real-Time Updates Receive system updates as soon as any changes are made Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Data Warehouse Data vault where data is aggregated for later distribution to applications. Data Import/Export Import and export data to and from software applications ETL Process of extracting, transforming, and loading data Generative AI Use AI to generate content in the form of text, images, videos, etc. Data Visualization Graphical representation of data Access Controls/Permissions Define levels of authorization for access to specific files or systems Database Support Supports common databases such as MySQL and Oracle Alerts/Escalation System alerts about the need to escalate an issue or request Event Logs A chronological record of actions or occurrences within a network, software, or process Dashboard Assembly of graphs and charts for visualizing and tracking statistics/metrics Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Widgets An extended application or connector that enables users to perform additional services with their current set of tools Real-Time Reporting Active reporting of data and metrics API Application programming interface that allows for integration with other systems/databases Multiple Data Sources Allows users to manage data from a number of sources Activity Tracking Track and document all activities across devices, networks, and other systems Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Automated Scheduling Automatically create schedules based on business needs or employee availability and qualifications Configurable Workflow Configure existing workflows to meet your organization's needs Data Aggregation and Publishing Assemble data from multiple sources Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Mobile Access Access software remotely via mobile devices AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Web Services Allows the integration of data between different web services Real-Time Analytics Analyze and gain insights into data in real-time SMS Messaging Send messages via SMS Point of Sale (POS) Accept and process customer payments for products or services using hardware and software CRM Built-in customer relationship management (CRM) capabilities or integration with a third-party CRM system Dashboard Creation Creation and customization of dashboards Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Event Tracking AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Data Quality Control Establish guidelines about how much and what kind of data can be stored in the repository Accounting Built-in accounting to manage ledger, accounts payable/receivable, financial reports, etc. Ad hoc Reporting Generate one-off reports that meet information requirements Configuration Management Identify component attributes like servers, hardware, software, and manage relationships across all services Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Asset Tracking Monitor the usage of assets, such as equipment, tools, software, etc., throughout their lifecycle Analytics Tools for the systematic analysis of various types of data or statistics Real-Time Reporting Active reporting of data and metrics Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Data Collection Process of gathering, measuring, and analyzing accurate data Real-Time Data Receive data and information in real time Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Activity Tracking Track and document all activities across devices, networks, and other systems Generative AI Use AI to generate content in the form of text, images, videos, etc. Multiple Data Sources Allows users to manage data from a number of sources Data Management Ability to handle large datasets Predictive Analytics Predict future data based on historical data sets Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Alerts/Escalation System alerts about the need to escalate an issue or request Real-Time Monitoring Active monitoring of systems, applications, or networks Real-Time Notifications Notifications that are delivered to users as soon as an event occurs ETL Process of extracting, transforming, and loading data Real-Time Analytics Analyze and gain insights into data in real-time Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Connectivity Management Critical link between devices, network, and reliable delivery of IoT data. Performance Analysis Monitor and analyze the performance and status of a server or system/application Status Tracking Track the status over time for a request, process, asset, or transaction AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Continuous Integration A process to automatically integrate code changes from multiple contributors into a shared repository Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Backup and Recovery Create backups and provide methods to recover deleted/lost data Multiple Programming Languages Supported Run stored procedures and queries in multiple programming languages, such as JSON, Java, Python, Ruby, Perl, and SQL Continuous Deployment A process to automatically release code changes from repository to production environment Code Development Create code from scratch For No-Code Development Build applications without the use of code Version Control Track revisions and updates made to files and navigate between different versions Configurable Workflow Configure existing workflows to meet your organization's needs Graphical User Interface A visual way of interacting with an application or operating system using items such as windows, icons, and menus For Low-Code Development Development environment used to create application software through a graphical user interface Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Generative AI Use AI to generate content in the form of text, images, videos, etc. UI Prototyping A functional sample, model, or release of a user interface built to test a concept or process. Source Control Tracks every modification made to source code Software Development Development of software programs API Application programming interface that allows for integration with other systems/databases Data Import/Export Import and export data to and from software applications Web App Development Development of applications that are delivered over the internet through a browser Custom Development Development of custom software, web apps, mobile apps, etc. Code Repository Integration Connect to code repositories (e.g., Git or SVN) to import a project or automate the scanning of source code Data Security Protect sensitive data for digital privacy Mobile Development Development of applications for mobile devices Access Controls/Permissions Define levels of authorization for access to specific files or systems Game Development Develop games using code or no-code platforms Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Application Security Identify and respond to security threats to developed applications Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Automated Testing Execution of software tests by leveraging automation tools Integrated Development Environment An application for source code editing, compiling, and debugging Offline Access Ability of websites, web applications, or mobile applications to function without an active internet connection Debugging Detect and remove errors AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Compatibility Testing Preview how the app will display on multiple device types and operating systems Pre-built Templates Pre-defined templates within a library for common cases such as contracts, websites, emails, and more Third-Party Integrations Set up connections to third-party platforms to improve business processes Data Modeling Conceptual model of how data items relate to each other Customizable Branding Add customized logos and colors to align with company branding Data Visualization Graphical representation of data Code Editing Edit code that has been previously created for product development. Contact Database Centralized database of stakeholders and their contact information such as names, address, phone number etc. AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Data Migration Move from one database to another, or upgrade the version of database software being used Engagement Tracking Tracks metrics that provide insight into how a user interacts with any interface or product Data Visualization Graphical representation of data Audience Targeting Identify a particular segment of population based on specific criteria and customize your efforts to attract their attention Data Capture and Transfer Import, collect, and capture data from multiple sources Competitive Analysis Evaluating strengths and weaknesses of companies with the same target audience Generative AI Use AI to generate content in the form of text, images, videos, etc. Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency CRM Built-in customer relationship management (CRM) capabilities or integration with a third-party CRM system Content Library Centralized repository to store content and assets Data Mapping Track the management and flow of data throughout the organization Customer Journey Mapping Visualize and analyze customer experience across all touchpoints and channels API Application programming interface that allows for integration with other systems/databases SMS Marketing Send promotional campaigns or transactional messages via text messages Data Recovery Ability to restore deleted, hidden, or lost data from an email server/system Drip Campaigns Send automated marketing emails based on user actions over a predetermined period Customer Database A collection of customer information such as contact details, demographics, previous interactions, etc. Email Marketing Create and send email blasts/campaigns Data Profiling Examines, analyzes, and organizes data to create relevant summaries or graphs. Multi-Channel Marketing Coordinate marketing efforts across channels (email, landing pages, social media, etc.) Real-Time Analytics Analyze and gain insights into data in real-time Click Tracking Track the amount of clicks on individual products to measure campaign results Behavior Tracking Track visitors'/audience's responses across web pages and other optimized content Real-Time Reporting Active reporting of data and metrics Data Transformation Translate EDI formats into data suitable for use with company applications. Multi-Campaign Manage multiple campaigns in one system A/B Testing Test multiple versions of emails, forms, content, or other campaign elements to gauge effectiveness Campaign Analytics Track and interpret campaign performance metrics Data Verification Process of checking different types of data for accuracy to avoid errors or inconsistencies Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Behavioral Analytics Track and analyse user behavior within a system or network Multiple Data Sources Allows users to manage data from a number of sources Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns ROI Tracking Monitor conversion rates and analyze effectiveness and profitability of marketing efforts Predictive Analytics Predict future data based on historical data sets Agent Collaboration Multiple agents work together, share tasks, and coordinate to achieve common goals. Data Governance Collection of processes, policies, and standards to manage the storage & usability of enterprise data Prompt Engineering Process of carefully designing and constructing prompts or input instructions to achieve desired behaviors or outputs from AI models Feedback Management Collecting, analyzing, and utilizing feedback from users or customers to improve a product or service For No-Code Development Build applications without the use of code Version Control Track revisions and updates made to files and navigate between different versions Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Dynamic Modeling Model the varying behavior of a system over time through diagrams API Application programming interface that allows for integration with other systems/databases Memory Management Store and save retrievable data Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Scalability Manage a growing amount of work to meet increased demand without compromising performance Cost Management Manage budgets, track and optimize spending and align capacity to workload demand Scheduling Plan availability and assign specific time slots for tasks and resources Natural Language Interface Interact with agents using conversational language Access Controls/Permissions Define levels of authorization for access to specific files or systems Multiple LLM Models Ability to interact with various large language models, such as GPT-4, Claude 3, Gemini, Llama 3, and more Integration Management Identify which applications need to exchange data and enable these data connections Customizable Frameworks Flexible architecture allowing tailored configurations Pre-built Templates Pre-defined templates within a library for common cases such as contracts, websites, emails, and more Analytics Tools for the systematic analysis of various types of data or statistics Intent Recognition Helps understand a user's intentions/actions Contextual Guidance Interprets what a user is doing based on context and helps guide them through the process. Rules-Based Workflow Automates and streamlines business processes by creating a sequence of predefined rules and actions that govern the flow of work Attended Automation Bots that work alongside humans on tasks that cannot be fully automated Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components For Sales/Marketing Used as a promotional or demonstration tool in sales and marketing presentations Generative AI Use AI to generate content in the form of text, images, videos, etc. Business Process Automation Helps automate and manage information, tasks, and procedures by establishing routines and patterns associated with processes AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Third-Party Integrations Set up connections to third-party platforms to improve business processes Multi-Channel Communication Allows communication with customers or users via multiple channels such as phone, email, live chat, etc. Sentiment Analysis Categorize emotions expressed in written text or images and identify if they are positive, negative or neutral Deep Learning Artificial neural networks using multiple layers of processing are used to extract progressively higher level features from data. Code-free Development Assemble applications and bots from pre-made building blocks without having to write software code or knowing a programming language Compliance Management Track and manage adherence to policies for any service, product, process, or supplier Automated Responses Automatic reply functionality for incoming messages Knowledge Management Gather, organize, share, and analyze knowledge in terms of resources, documents, and people skills Transfers/Routing Transfer queries and organize messages between agents Personalization Adjust communications based on previous interactions or personal preferences Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Customer Experience Management Track and understand a customer's overall satisfaction with a product or service to identify areas of improvement. Virtual Personal Assistant (VPA) Program systems that assist users with their daily administrative responsibilities Chatbot AI-based platform which conducts a conversation via auditory or textual methods Speech Recognition Train your system to interpret and transcribe voice messages Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Task Management Create, manage and track all task activities and progression Customer Engagement Initiate interactions with customers by proactively starting conversations or providing informational content AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Configurable Workflow Configure existing workflows to meet your organization's needs Unattended Automation Automate processes from start to finish without human assistance Conversation Intelligence Recording, transcription, and analysis of sales calls for the purpose of training and generating insights Workflow Automation Streamlining repetitive tasks and activities through automated and predefined workflows Proactive Error Detection Managing and resolving errors that occur during program execution to maintain stability Customizable Reports Alter the layout and content of reports Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Semantic Search Data Storage Management Manage and store data in a database Ad hoc Reporting Generate one-off reports that meet information requirements Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Predictive Analytics Predict future data based on historical data sets Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Access Controls/Permissions Define levels of authorization for access to specific files or systems Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Data Mapping Track the management and flow of data throughout the organization Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Statistical Analysis Apply statistical/mathematical models to sets of data Categorization/Grouping Organize and group data or items based on various criteria Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Data Profiling Examines, analyzes, and organizes data to create relevant summaries or graphs. Linked Data Management Data Visualization Graphical representation of data API Application programming interface that allows for integration with other systems/databases Multiple Data Sources Allows users to manage data from a number of sources Sentiment Analysis Categorize emotions expressed in written text or images and identify if they are positive, negative or neutral Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Data Import/Export Import and export data to and from software applications Data Capture and Transfer Import, collect, and capture data from multiple sources AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Data Connectors Connect to big data sources Ad hoc Analysis Text Mining Transforming unstructured text into a structured format to identify meaningful patterns and new insights Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Real-Time Analytics Analyze and gain insights into data in real-time Configurable Workflow Configure existing workflows to meet your organization's needs Tagging Attach digital tags to documents and assets for identification, search, or monitoring purposes Endpoint Management Track status, assign actions, and control access to systems for devices within the organization No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Auditing Examine established processes and records to ensure accuracy, compliance, and policy adherence Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights ML Algorithm Library Share, track, and store machine learning models and data. Data Management Ability to handle large datasets Activity Tracking Track and document all activities across devices, networks, and other systems Data Security Protect sensitive data for digital privacy Workflow Management Create, design and manage workflows for repetitive tasks Version Control Track revisions and updates made to files and navigate between different versions Scalability Manage a growing amount of work to meet increased demand without compromising performance Personalization Adjust communications based on previous interactions or personal preferences Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Webhooks Event-driven HTTP callback that automatically sends real-time data between applications API Application programming interface that allows for integration with other systems/databases Natural Language Processing Process and analyze human language in text or audio form Fallback Handling Automatically switching to secondary AI model(s) during failure or hallucinations Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Multiple LLM Models Ability to interact with various large language models, such as GPT-4, Claude 3, Gemini, Llama 3, and more Built-in AI Assistant Chatbot or AI assistant that answers queries and provides recommendations within an application Automated Testing Execution of software tests by leveraging automation tools Data Governance Collection of processes, policies, and standards to manage the storage & usability of enterprise data Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Pre-built Templates Pre-defined templates within a library for common cases such as contracts, websites, emails, and more Agent Design Tools Designing how agent will communicate, take decisions and behave in different scenarios via flowcharts, scripts, or visual editors Deep Learning Artificial neural networks using multiple layers of processing are used to extract progressively higher level features from data. Model Training Process of testing an ML algorithm by feeding it training data to learn from Analytics Tools for the systematic analysis of various types of data or statistics Single Sign On Allow users to access multiple services after entering their login credentials once Debugging Detect and remove errors Deployment Management Manage the processes involved when making the application ready for use Proactive Error Detection Managing and resolving errors that occur during program execution to maintain stability Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Template Management Create, save, and re-purpose templates for emails, forms, etc. Approval Process Control Manage the process of evaluating documents or requests submitted for approval Customizable Dashboard Alter the layout and content of dashboards Rules-Based Workflow Automates and streamlines business processes by creating a sequence of predefined rules and actions that govern the flow of work Document Management Store, manage, and track all electronic documents in a centralized location Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Progress Tracking Reporting on how each user, task or process has advanced since its initiation Workflow Configuration Alter the default workflow to meet your organization's needs Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Commenting/Notes Leave comments and notes on documents for others to view Task Management Create, manage and track all task activities and progression Forms Management Store, manage and track all forms in a centralized location No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Import/Export Import and export data to and from software applications Email Management Manage, store and organize emails within the system or via third-party apps Customizable Reports Alter the layout and content of reports Access Controls/Permissions Define levels of authorization for access to specific files or systems Graphical Workflow Editor Create, design and modify the flow and processes of tasks in a project Real-Time Data Receive data and information in real time API Application programming interface that allows for integration with other systems/databases Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Mobile Access Access software remotely via mobile devices Customizable Fields Customize data fields to support various needs and use cases Activity Tracking Track and document all activities across devices, networks, and other systems Compliance Tracking Track and report regulatory data to either internal management or external stakeholders Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Project Workflow Create, manage, or update project workflows. Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Warehousing Central repositories of integrated data from various sources Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Connectors Connect to big data sources Ad hoc Reporting Generate one-off reports that meet information requirements Customizable Reports Alter the layout and content of reports Alerts/Escalation System alerts about the need to escalate an issue or request Templates Sample files or documents that could be customized as needed or used as is Forecasting Form predictions based on past and present data/trends Data Migration Move from one database to another, or upgrade the version of database software being used Data Transformation Translate EDI formats into data suitable for use with company applications. Access Controls/Permissions Define levels of authorization for access to specific files or systems API Application programming interface that allows for integration with other systems/databases Data Cleansing Removes data that is incomplete, inaccurate, or irrelevant from a dataset Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Dashboard Creation Creation and customization of dashboards Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Data Security Protect sensitive data for digital privacy SSL Security Security protocol that ensures secure, encrypted communication over the internet, safeguarding sensitive data from unauthorized access Collaboration Tools Provides a channel for team members to share media files, communicate, and work together No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code High Volume Processing Process and analyze large volume of data Database Support Supports common databases such as MySQL and Oracle Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Generative AI Use AI to generate content in the form of text, images, videos, etc. KPI Monitoring Tracking the status of previously identified performance measurements Secure Data Storage Securely stores data to prevent data loss or breaches Multiple Data Sources Allows users to manage data from a number of sources Data Visualization Graphical representation of data Single Sign On Allow users to access multiple services after entering their login credentials once Natural Language Search Ability to interact with the application using human languages such as English Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Real-Time Notifications Notifications that are delivered to users as soon as an event occurs Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Widgets An extended application or connector that enables users to perform additional services with their current set of tools Performance Metrics A set of indicators that tracks the performance of networks, applications, systems, teams, etc. Ad hoc Reporting Generate one-off reports that meet information requirements Activity Tracking Track and document all activities across devices, networks, and other systems Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Customizable Branding Add customized logos and colors to align with company branding Data Aggregation Collect, process and structure data from multiple sources for further analysis Dashboard Creation Creation and customization of dashboards Data Connectors Connect to big data sources Customizable Templates Pre-designed layouts that can be customized to match preferences and requirements Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency API Application programming interface that allows for integration with other systems/databases Forecasting Form predictions based on past and present data/trends Interactive Elements Various components within a system including buttons, clickable icons, hover effects, and more Single Page View Display aggregated data points on one page for a bird's eye view assessment Data Import/Export Import and export data to and from software applications Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Access Controls/Permissions Define levels of authorization for access to specific files or systems Trend Analysis Review data from past periods to reveal recurring tendencies and predict future performance Workflow Management Create, design and manage workflows for repetitive tasks Third-Party Integrations Set up connections to third-party platforms to improve business processes Functions/Calculations Perform various mathematical calculations using the data Historical Reporting Information, data and reports that are being tracked over time Data Capture and Transfer Import, collect, and capture data from multiple sources Visual Discovery Process of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries. Real-Time Updates Receive system updates as soon as any changes are made Real-Time Reporting Active reporting of data and metrics Data Mapping Track the management and flow of data throughout the organization Relational Display Relationship diagram view that arranges items in data based on the relationships between them in a freeform graph. Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data OLAP Online Analytical Processing technology for performing high-speed complex queries or multidimensional analysis on large volumes of data Ad hoc Query One-off queries made on an as-needed basis Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Event Triggered Actions Predefined actions automatically performed on the occurance of specific events Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Activity Tracking Track and document all activities across devices, networks, and other systems Real-Time Notifications Notifications that are delivered to users as soon as an event occurs AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users API Application programming interface that allows for integration with other systems/databases Event Logs A chronological record of actions or occurrences within a network, software, or process Data Import/Export Import and export data to and from software applications Asset Tracking Monitor the usage of assets, such as equipment, tools, software, etc., throughout their lifecycle Prototype Creation Create, manage and access prototypes to capture design concepts and test on users Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Generative AI Use AI to generate content in the form of text, images, videos, etc. Real-Time Monitoring Active monitoring of systems, applications, or networks Access Controls/Permissions Define levels of authorization for access to specific files or systems Data Connectors Connect to big data sources Secure Data Storage Securely stores data to prevent data loss or breaches Data Visualization Graphical representation of data Data Modeling Conceptual model of how data items relate to each other Role-Based Permissions Set & manage permission levels based on user roles and restrict access to only authorized individuals Predictive Modeling Analyzing historical and current data and generating a model to help predict future outcomes. Configurable Workflow Configure existing workflows to meet your organization's needs Tagging Attach digital tags to documents and assets for identification, search, or monitoring purposes Data Import/Export Import and export data to and from software applications API Application programming interface that allows for integration with other systems/databases Predictive Analytics Predict future data based on historical data sets Data Visualization Graphical representation of data Endpoint Management Track status, assign actions, and control access to systems for devices within the organization Multiple Data Sources Allows users to manage data from a number of sources No-Code Drag and drop/visual interfaces that allow non-tech users to build without writing code Data Preparation Transforming raw data to run it through machine learning algorithms to uncover insights or make predictions. Auditing Examine established processes and records to ensure accuracy, compliance, and policy adherence Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Big Data Analytics Examine large amounts of data to uncover hidden patterns, correlations, and other insights ML Algorithm Library Share, track, and store machine learning models and data. Data Management Ability to handle large datasets Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Capture and Transfer Import, collect, and capture data from multiple sources Activity Tracking Track and document all activities across devices, networks, and other systems Data Connectors Connect to big data sources Data Security Protect sensitive data for digital privacy Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Workflow Management Create, design and manage workflows for repetitive tasks AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Demand Forecasting Forecast customer demand using historical insights and simulations AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components For Healthcare Software designed for the healthcare industry Forecasting Form predictions based on past and present data/trends Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Third-Party Integrations Set up connections to third-party platforms to improve business processes Decision Support Tools that provide relevant information at specific times to support judgments and courses of action Modeling & Simulation Using physical, mathematical, or logical models as a basis for simulations to generate data for managerial or technical decision-making Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Multiple Data Sources Allows users to manage data from a number of sources For Retail For Retail Stores For Education Used for educational purposes Data Discovery Discover and connect variety of data sources to the application for analysis Graphical Workflow Editor Create, design and modify the flow and processes of tasks in a project Performance Metrics A set of indicators that tracks the performance of networks, applications, systems, teams, etc. Business Rules Management Define and maintain business rules that determine workflow capabilities and criteria AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Natural Language Processing Process and analyze human language in text or audio form Data Transformation Translate EDI formats into data suitable for use with company applications. Data Clustering Clustering or grouping objects based on data similarities API Application programming interface that allows for integration with other systems/databases Data Blending Merge data from multiple sources to a single data set Data Classification Grouping log entries based on similar attributes. Workflow Management Create, design and manage workflows for repetitive tasks Workflow Automation Streamlining repetitive tasks and activities through automated and predefined workflows Data Cleansing Removes data that is incomplete, inaccurate, or irrelevant from a dataset Data Extraction Automatically retrieve and pull information from documents, websites, images, data sets, and other sources Third-Party Integrations Set up connections to third-party platforms to improve business processes Data Verification Process of checking different types of data for accuracy to avoid errors or inconsistencies Information Governance Accountability over info/data that ensures appropriate behavior in the valuation, creation, storage, use, archiving & deletion of info. Data Capture and Transfer Import, collect, and capture data from multiple sources AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users Customizable Reports Alter the layout and content of reports Data Migration Move from one database to another, or upgrade the version of database software being used Behavior Analytics Track and analyze user behavior within a system or network Real-Time Reporting Active reporting of data and metrics Interactive queries queries that are executed when needed and are usually not repeated on a pre-defined cadence. Audit Trail A record of all activities within the system, including user access, changes made, etc. Multiple Data Sources Allows users to manage data from a number of sources Document Storage Store and organize documents in a centralized system Access Controls/Permissions Define levels of authorization for access to specific files or systems User Management Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks AI/Machine Learning Software program that continuously adjusts its behavior based on observed data Master Data Management Verify, organize, manage & store enterprise data assets in a centralized repository Task Scheduling Track and manage the scheduling of tasks Data Import/Export Import and export data to and from software applications Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Customer Database A collection of customer information such as contact details, demographics, previous interactions, etc. Audit Management Plan, schedule, and execute organization's accounts and assets to ensure compliance with policies and laws Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Data Visualization Graphical representation of data Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Workflow Management Create, design and manage workflows for repetitive tasks Full Text Search Search for specific words or phrases within a document or database Compliance Management Track and manage adherence to policies for any service, product, process, or supplier Generative AI Use AI to generate content in the form of text, images, videos, etc. Data Quality Control Establish guidelines about how much and what kind of data can be stored in the repository Data Connectors Connect to big data sources Automatic Backup Data is backed up automatically to prevent data loss Activity Tracking Track and document all activities across devices, networks, and other systems Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Data Security Protect sensitive data for digital privacy Data Analysis Tools Analyze survey results via statistical testing or crosstabs directly within the software Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Metadata Management Collect and maintain structured information that describes data or content Dashboard Creation Creation and customization of dashboards Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Secure Data Storage Securely stores data to prevent data loss or breaches Data Integration Combining data from different sources and providing a unified view Database Support Supports common databases such as MySQL and Oracle Data Mapping Track the management and flow of data throughout the organization Monitoring Observe and track the demand, usage, progress or quality of a system, product, or user Charting Manage patient documentation describing all clinical interactions, diagnoses, procedures, medications, etc. Integration Management Identify which applications need to exchange data and enable these data connections Reporting/Analytics View and track pertinent metrics to find patterns and gain insights from data Ad hoc Analysis Access Controls/Permissions Define levels of authorization for access to specific files or systems API Application programming interface that allows for integration with other systems/databases Match & Merge Looking at data from different sources and finding possible duplicates, or identical matches Real-Time Monitoring Active monitoring of systems, applications, or networks Metadata Management Collect and maintain structured information that describes data or content Pipeline Management Track the progress of long term goals, campaigns, and opportunities, for sales, projects, business ventures etc. Job Scheduling Planning and managing the execution of tasks or jobs within a computer system, network, or other automated environments Dashboard Creation Creation and customization of dashboards Data Storage Management Manage and store data in a database Multiple Data Sources Allows users to manage data from a number of sources Data Import/Export Import and export data to and from software applications Generative AI Use AI to generate content in the form of text, images, videos, etc. Data Quality Control Establish guidelines about how much and what kind of data can be stored in the repository Data Connectors Connect to big data sources Customizable Reports Alter the layout and content of reports Single Sign On Allow users to access multiple services after entering their login credentials once Version Control Track revisions and updates made to files and navigate between different versions Visual Analytics Interact with data visualization elements, such as charts and graphs, to drill down into data Accounting Integration Integrate with a third-party accounting system Real-Time Data Receive data and information in real time eCommerce Management Has a built-in eCommerce system or integrates with third-party systems to manage online sale of products AI Copilot A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users CRM Built-in customer relationship management (CRM) capabilities or integration with a third-party CRM system Data Visualization Graphical representation of data SSL Security Security protocol that ensures secure, encrypted communication over the internet, safeguarding sensitive data from unauthorized access Search/Filter Search and filter data across systems to locate required information by entering keywords or certain criteria Real-Time Analytics Analyze and gain insights into data in real-time Data Capture and Transfer Import, collect, and capture data from multiple sources Collaboration Tools Provides a channel for team members to share media files, communicate, and work together Performance Management Organize and manage the accomplishments and development of employees or performance of applications or systems Data Synchronization Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency Drag & Drop Assemble applications and processes by dragging over and arranging pre-built components Data Replication Process of copying and storing data in more than one site or node Activity Dashboard Dashboard to view the status of ongoing processes, identify current incidents and track past activities Database Support Supports common databases such as MySQL and Oracle Workflow Management Create, design and manage workflows for repetitive tasks Alerts/Notifications Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges Predictive Analytics Predict future data based on historical data sets Data Migration Move from one database to another, or upgrade the version of database software being used Third-Party Integrations Set up connections to third-party platforms to improve business processes Reporting & Statistics Collection, analysis, and representation of numerical data and generation of reports to understand various patterns Data Analysis Tools Analyze survey results via statistical testing or crosstabs directly within the software Show More ## Top-Rated Alternatives [ ![Databricks](https://images.g2crowd.com/uploads/product/hd_favicon/135d1c9e39e19ef56dc8d0bf90fce20f/databricks.svg "Databricks") Databricks 4.6/5(1,366) ](https://www.g2.com/products/databricks/reviews) [ ![Zapier](https://images.g2crowd.com/uploads/product/hd_favicon/09b983be128970316413d9f835f337b5/zapier.svg "Zapier") Zapier 4.5/5(2,088) ](https://www.g2.com/products/zapier/reviews) [ 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