Rayven Features
Reports (8)
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
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.
Data Integration (6)
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 Export Tools
Able to extract data from the DMP in bulk through a structured file.
Data Analysis & Optimization (4)
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.
Platform (18)
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.
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.
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
Data Analysis (2)
Analysis
Analyzes both structured and unstructured data
Data Interaction
Interacts with data to prepare it for visualizations and models
Decision Making (4)
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
Application Design (5)
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.
Workflows
Allows the creation ofpage sequences, forms, and libraries for users navigating the application.
Data Control (9)
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.
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.
Publishing (6)
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.
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.
User Interface Design (4)
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.
Data Updates (5)
Historical Snapshots
Ability to track historical data.
Real-Time Updating
Track metrics in real time with consistent and frequent updates.
Email Reports
Receive email reports and notifications regarding metric.
Historical Snapshots
Ability to track historical data.
Real-Time Updating
Track metrics in real time with consistent and frequent updates.
Model Development (5)
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
Feature Engineering
Transforms raw data into features that better represent the underlying problem to the predictive models
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
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
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.
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
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
Data Transformation (2)
Real-Time Analytics
Facilitates analysis of high-volume, real-time data.
Data Querying
Allows user to query data through query languages like SQL.
Connectivity (4)
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.
Operations (9)
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
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.
Setup (4)
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
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.
Functionality (23)
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.
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.
Visibility (3)
Dashboards and Visualizations
Presents information and analytics in a digestible, intuitive, and visually appealing way.
Alerts and Notifications
Clearly notifies users with relevant information and anomalies in a timely manner.
Reporting
Creates reports outlining performance and other relevant metrics.
Monitoring and Management (4)
Multi-Device Management
Allows users to track and control resource allocation across multiple devices.
Automation
Automatically allocates resources to optimize loads across devices.
Performance Baseline
Sets a standard performance baseline by which to compare live hardware metrics.
Real-Time Monitoring
Constantly monitors hardware to detect anomalies in real time.
System (1)
Data Ingestion & Wrangling
Gives user ability to import a variety of data sources for immediate use
Systems Management (12)
Device Discovery
Automatically and/or manually identify internet-enabled devices in the specified retail store or stores.
System Integration
Connect disparate systems to form a unified intelligent retail 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.
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.
IoT Capabilities (16)
Process Automation
Automate processes for individual devices or unified systems.
Security
Offers assistance with store and customer security.
Safety
Offers assistance with customer and employee safety.
Environmental Conditions
Observe and respond to environmental changes, such as lighting, temperature, and sound.
Resource Optimization
Improves resource utilization across connected devices.
Smart Inventory
Assists with inventory alerts and suggestions based on demand and available stock.
Customer Intelligence
Provides insights into customer behavior and traffic, with timely customer service recommendations in some cases.
Analytics
Provides pre-built or customizable performance reports.
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.
Data Sources (3)
Pre-Built Connectors
As reported in 24 Rayven reviews. 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. This feature was mentioned in 24 Rayven reviews.
Performance and Stability
Maintains an efficient, reliable data flow with established sources. 24 reviewers of Rayven have provided feedback on this feature.
Analytics (4)
Queries
Based on 24 Rayven reviews. Run detailed queries for searching, sorting, and analyzing data.
Dashboards
As reported in 24 Rayven reviews. Create personalized dashboards for observing and interacting with data.
Visualizations
Contains tools to visualize data sets or workflows. This feature was mentioned in 24 Rayven reviews.
Insights
Offers actionable insights or relevant findings from unstructured data sets. This feature was mentioned in 24 Rayven reviews.
Metrics (4)
Device Performance
Based on 23 Rayven reviews. Track the individual performance of connected devices.
Operational Performance
Learn about overall operational performance from device observations. This feature was mentioned in 24 Rayven reviews.
Environmental Conditions
Based on 23 Rayven reviews. Make observations about environmental and workplace conditions.
Resource Usage
As reported in 24 Rayven reviews. Measure the usage of and/or demand for various resources.
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.
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.
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.
Security (9)
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
Authentication
Ability for users to offload authentication integration
Compliance
Compliant with GDPR, HIPPA, and other necessary regulations
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.
Application Control (6)
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.
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.
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.
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.
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.
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.
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.
Development (7)
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.
Management (5)
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
Integration Options (4)
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.
Visualization (4)
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.)
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).
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
Data (1)
Scalability
Scales to adapt to rising data volume
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
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.
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.
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.
Connectors (2)
Faster ingestion
Manages in building pipelines between two protocols.
Built-in connectors
Allows continuous data ingestion directly from the data source.
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.
Architecture (2)
Data security
Enables ingesting data efficiently and securely.
Lockless architecture
Allows concurrent access to data without the use of any table locks.
Generative AI (9)
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.
AI Image-to-Text
Converts images into a textual description, identifying key elements.
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.
AI Text Generation
Allows users to generate text based on a text prompt.
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.
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.
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.
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.
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.
Integration - Machine Learning (1)
Integration
Supports integration with multiple data sources for seamless data input.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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
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
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
Agentic AI - Industrial IoT (1)
Proactive Assistance
Anticipates needs and offers suggestions without prompting
Agentic AI - Data Science and Machine Learning Platforms (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
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
Agentic AI - Hardware Monitoring (4)
Autonomous Task Execution
Capability to perform complex tasks without constant human input
Cross-system Integration
Works across multiple software systems or databases
Proactive Assistance
Anticipates needs and offers suggestions without prompting
Decision Making
Makes informed choices based on available data and objectives
Agentic AI - Data Management Platform (DMP) (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
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
Technology Glossary Features
View definitions of the features and discover new technology terms.
What is user role and access management and why is it important as a software feature?
What is a dashboard and why is it important as a software feature? Our G2 guide can help you understand dashboards and learn more about its types, benefits, and best practices.


