[
Coginiti Reviews
](https://www.g2.com/products/coginiti/reviews)

[
Coginiti Reviews
](https://www.g2.com/products/coginiti/reviews)

# Coginiti Features

##### 
## Reports (13)

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.

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

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##### 
## Self Service (10)

Calculated Fields

Using formulas based on existing data elements, users can create and calculate new field values.

Data Column Filtering

Business users have the ability to filter data in a report based on predefined or automodeled parameters.

Data Discovery

Users can drill down and explore data to discover new insights.

Search

Ability to search global data set to find and discover data.

Collaboration / Workflow

Ability for users to share data and reports they have built within the BI tool and outside the tool through other collaboration platforms.

Automodeling

Tool automatically suggests data types, schemas and hierarchies.

Natural Language Search

Ability to interact with the application using human languages such as English

Visual Discovery

Process of visually navigating data and applying analytics to detect patterns, gain insight, and answer specific business queries.

Data Blending

Merge data from multiple sources to a single data set

Data Blending

Merge data from multiple sources to a single data set

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##### 
## Advanced Analytics (8)

Predictive Analytics

Analyze current and historical trends to make predictions about future events.

Data Visualization

Communicate complex information clearly and effectively through advanced graphical techniques.

Big Data Services

Ability to handle large, complex, and/or siloed data sets.

Real-Time Analytics

Analyze and gain insights into data in real-time

Reporting/Analytics

View and track pertinent metrics to find patterns and gain insights from data

Real-Time Analytics

Analyze and gain insights into data in real-time

Reporting/Analytics

View and track pertinent metrics to find patterns and gain insights from data

Visual Analytics

Interact with data visualization elements, such as charts and graphs, to drill down into data

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##### 
## Building Reports (7)

Data Transformation

Converts data formats of source data into the format required for the reporting system without mistakes.

Data Modeling

Ability to (re)structure data in a manner that allows extracting insights fast and accurate.

Integration APIs

Application Programming Interface - Specification for how the application communicates with other software. API's typically enable integration of data, logic, objects, etc with other software applications.

Real-Time Data

Receive data and information in real time

Real-Time Data

Receive data and information in real time

Third-Party Integrations

Set up connections to third-party platforms to improve business processes

Third-Party Integrations

Set up connections to third-party platforms to improve business processes

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##### 
## Data Governance (4)

User Access Management

Allows administrators to assign role-based user access for specific data sets

Dynamic Data Masking

Hides and masks sensitive data automatically based on user permissions

Data Lineage

Provides historical insights into original data sources and transformations made to data sets

Workflow Management

Create, design and manage workflows for repetitive tasks

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##### 
## Data Preparation (6)

Search

Offers simple search capabilities to discover specific data sets

Data Quality and Cleansing

Allows users and administrators to easily clean data to maintain quality and integrity

Data Transformation

Converts data formats of source data into the format required for the reporting system without mistakes

Data Modeling

Tools to (re)structure data in a manner that allows extracting insights quickly and accurately

Connectors

Ability to connect the analytics platform with a wide range of connector options for common data sources, including popular enterprise applications.

Data Governance

Connects to enterprise data governance software, or provides integrated data governance features to avoid misuse of data

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##### 
## Collaboration (7)

Commenting

Allows users to comment on data sets to help future users better interact and interpret the data

Profiling and Classification

Permits profiling of data sets for increased organization, both by users and machine learning

Business and Data Glossary

Creates a business glossary for faster understanding by the average business user

Metadata Management

Indexes metadata descriptions for easier searching and enhanced insights

Master Data Management

Verify, organize, manage & store enterprise data assets in a centralized repository

Data Storage Management

Manage and store data in a database

Data Management

Ability to handle large datasets

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##### 
## Artificial Intelligence (2)

Machine Learning Recommendations

Automates recommendations for users based on machine learning functionality

Natural Language Query

Offers natural language querying functionality for non-technical users

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##### 
## Data Source Access (3)

Breadth of Data Sources

Provides a wide range of possible data connections, including cloud applications, on-premise databases, and big data distributions, among others

Ease of Data Connectivity

Allows businesses to easily connect to any data source

API Connectivity

Offers API connections for cloud-based applications and data sources

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##### 
## Data Interaction (8)

Profiling and Classification

Permits profiling of data sets for increased organization, both by users and machine learning

Metadata Management

Indexes metadata descriptions for easier searching and enhanced insights

Data Modeling

Tools to (re)structure data in a manner that enables quick and accurate insight extraction

Data Joining

Allows self-service joining of tables

Data Blending

Provides the ability to combine data sources into one data set

Data Quality and Cleansing

Allows users and administrators to easily clean data to maintain quality and integrity

Data Sharing

Offers collaborative functionality for sharing queries and data sets

Data Governance

Ensures user access management, data lineage, and data encryption

Show More

##### 
## Data Exporting (3)

Breadth of Integrations

Provides a wide range of possible integrations, including analytics, data integration, master data management, and data science tools

Ease of Integrations

Allows businesses to easily integrate with analytics, data integration, master data management, and data science tools

Data Workflows

Operationalizes data workflows to easily scale repeatable preparation needs

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##### 
## Functionality (6)

Identification

Correctly identify inaccurate, incomplete, or duplicated data from a data source.

Correction

Utilize deletion, modification, appending, merging, or other methods to correct bad data.

Normalization

Standardize data formatting for uniformity and easier data usage.

Preventative Cleaning

Clean data as it enters the data source to prevent mixing bad data with cleaned data.

Data Matching

Finds duplicates using the fuzzy logic technology or an advance search feature.

Real-Time Data

Receive data and information in real time

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##### 
## Management (4)

Reporting

Provide follow-up information after data cleanings through a visual dashboard or reports.

Automation

Automatically run data identification, correction, and normalization on data sources.

Quality Audits

Schedule automated audits to identify data anomalies over time based on set business rules.

Governance

Allows user role-based access and actions to authorization for specific tasks.

Show More

##### 
## Data Modeling and Blending (4)

Data Querying

Using formulas based on existing data elements, users can create and calculate new field values

Data Filtering

Business users have the ability to filter data in a report based on predefined or automodeled parameters.

Data Blending

Allows the user to combine data from multiple sources into a functioning dataset.

Data Capture and Transfer

Import, collect, and capture data from multiple sources

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##### 
## Data Management (4)

Data Integration

Integrates data and data-related technologies into a single environment.

Metadata

Provides metadata management capabilities.

Self-service

Empowers the user via a self-service capability to manage data workflows.

Automated workflows

Completely automates end-to-end data workflows across the data integration lifecycle.

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##### 
## Analytics (2)

Analytics capabilities

Provides a high performance, flexibile analytics platform to support data management and embrace data driven decision making.

Dasboard visualizations

Collect and displays metrics across the data integration via a dashboard.

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##### 
## Monitoring and Management (2)

Data Observability

Involved solely in monitoring data pipelines, sending alerts and troubleshooting data.

Testing capabilities

Deploys testing capabilities such as report testing, big data testing, cloud data migration testing, ETL and data warehouse testing.

Show More

##### 
## Cloud Deployment (2)

Hybrid cloud support

Supports analytical platforms and data pipelines across complex hybrid environments.

Cloud migration capabilities

Supports migration of component or pipeline to different cloud environments.

Show More

##### 
## Generative AI (13)

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.

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.

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.

Show More

##### 
## Agentic AI - Machine Learning Data Catalog (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

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 - DataOps Platforms (5)

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

Decision Making

Makes informed choices based on available data and objectives

Show More

##### 
## Agentic AI - Analytics 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

##### 
## Deployment & Integration - Analytics Platforms (6)

No-code Dashboard Builder

Enables non-technical users to build dashboards through intuitive, drag-and-drop interfaces

Report Scheduling and Automation

Enables automated report generation and scheduled delivery to stakeholders

Embedded Analytics and White-labeling

Allows dashboards and analytics to be embedded into external apps with branding flexibility

Data Source Connectivity

Supports integration with major data sources like cloud data warehouses, SQL/NoSQL databases, and SaaS applications

Multiple Data Sources

Allows users to manage data from a number of sources

Query Builder

Tool that allows users to create and execute database queries without needing to know the underlying syntax of the database

Show More

##### 
## Performance & Scalability - Analytics Platforms (3)

Large data handling and Query Speed

Efficiently processes large datasets with minimal lag and ensures high performance under load

Concurrent User Support

Maintains performance and uptime during high traffic from multiple users or teams

Database Support

Supports common databases such as MySQL and Oracle

Show More

##### 
## Advanced Analytics & Modeling - Analytics Platforms (3)

Data Modeling and Governance

Supports semantic data layers, role-based access controls, and metadata governance

Notebook and Script Integration

Integrates with Jupyter, Python, or R for custom analytics and modeling

Built-in Predictive and Statistical Models

Provides native tools for statistical analysis, forecasting, and trend prediction

Show More

##### 
## Agentic AI Capabilities - Analytics Platforms (4)

Auto-generated Insights and Narratives

Uses AI to generate textual summaries, key takeaways, and data stories from dashboards

Natural Language Queries

Allows users to query data and build reports using conversational or plain language

Proactive KPI Monitoring and Alerts

Detects and notifies users about KPI anomalies or significant metric changes in real time

AI Agents for Analytical Follow-ups

Recommends next questions, analyses, or exploration paths using autonomous AI agents

Show More

##### 
## Personalized Intelligence - Analytics Platforms (5)

Behavioral Learning for Contextual Query Refinement

Learns from historical user interactions to improve and personalize query results over time

Role-based Insight Personalization

Tailors dashboard views and suggestions based on user roles, access levels, and past behavior

Conversational and Prompt-based Analytics

Supports AI-driven exploration via prompts or multi-turn conversations for iterative querying

Ad hoc Query

One-off queries made on an as-needed basis

Visual Analytics

Interact with data visualization elements, such as charts and graphs, to drill down into data

Show More

##### 
## Additional Functionality (171)

Drag & Drop

Assemble applications and processes by dragging over and arranging pre-built components

Secure Data Storage

Securely stores data to prevent data loss or breaches

Data Import/Export

Import and export data to and from software applications

Customizable Branding

Add customized logos and colors to align with company branding

Dashboard Creation

Creation and customization of dashboards

Access Controls/Permissions

Define levels of authorization for access to specific files or systems

Real-Time Reporting

Active reporting of data and metrics

Metadata Management

Collect and maintain structured information that describes data or content

Forecasting

Form predictions based on past and present data/trends

Data Storage Management

Manage and store data in a database

Ad hoc Analysis

Ad hoc Reporting

Generate one-off reports that meet information requirements

Data Migration

Move from one database to another, or upgrade the version of database software being used

AI Copilot

A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users

Self Service Data Preparation

Access, combine, transform, and store data without the help of an IT department

Search/Filter

Search and filter data across systems to locate required information by entering keywords or certain criteria

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

Sentiment Analysis

Categorize emotions expressed in written text or images and identify if they are positive, negative or neutral

User Management

Manage user accounts, profiles, roles, permissions, and other details across applications, devices or networks

Sales Trend Analysis

Analyze the current state of sales data to accurately understand trends and forecast future sales numbers.

Charting

Manage patient documentation describing all clinical interactions, diagnoses, procedures, medications, etc.

Reporting & Statistics

Collection, analysis, and representation of numerical data and generation of reports to understand various patterns

Performance Metrics

A set of indicators that tracks the performance of networks, applications, systems, teams, etc.

Alerts/Notifications

Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges

Data Extraction

Automatically retrieve and pull information from documents, websites, images, data sets, and other sources

Widgets

An extended application or connector that enables users to perform additional services with their current set of tools

Storytelling

Ability to present data insights in the form of a story to the audience

Trend Analysis

Review data from past periods to reveal recurring tendencies and predict future performance

Collaboration Tools

Provides a channel for team members to share media files, communicate, and work together

Financing Management

Financing arranged by the dealership

Self-service Analytics

Generate reports on your own without IT involvement

KPI Monitoring

Tracking the status of previously identified performance measurements

Dashboard

Assembly of graphs and charts for visualizing and tracking statistics/metrics

API

Application programming interface that allows for integration with other systems/databases

Data Integration

Combining data from different sources and providing a unified view

Scorecards

Visual representation of performance data, enabling users to monitor progress, identify trends, and make data-driven decisions

Data Management

Ability to handle large datasets

Task Management

Create, manage and track all task activities and progression

Progress Tracking

Reporting on how each user, task or process has advanced since its initiation

Data Connectors

Connect to big data sources

Data Visualization

Graphical representation of data

Profitability Analysis

Evaluate the degree to which business operations bring monetary gains

Project Tracking

Monitor the progress of projects from start to finish

Strategic Planning

At a high level, visualize a preferred outcome, define goals and identify specific steps to achieve them

Goal Setting/Tracking

Establish measurable goals and objectives and track their progress over a specific period of time

Publishing/Sharing

Share pre-configured sets of data organized and presented in a specific manner with the organization

Predictive Analytics

Predict future data based on historical data sets

Real-Time Monitoring

Active monitoring of systems, applications, or networks

Templates

Sample files or documents that could be customized as needed or used as is

Mobile Access

Access software remotely via mobile devices

Customizable Templates

Pre-designed layouts that can be customized to match preferences and requirements

Workflow Management

Create, design and manage workflows for repetitive tasks

Financial Reporting

Generate reports to assess the financial performance of an organization

Audit Management

Plan, schedule, and execute organization's accounts and assets to ensure compliance with policies and laws

OLAP

Online Analytical Processing technology for performing high-speed complex queries or multidimensional analysis on large volumes of data

Single Sign On

Allow users to access multiple services after entering their login credentials once

Data Synchronization

Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency

Generative AI

Use AI to generate content in the form of text, images, videos, etc.

AI Copilot

A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users

Access Controls/Permissions

Define levels of authorization for access to specific files or systems

Mobile Reporting

Access reports on mobile devices

Data Mapping

Track the management and flow of data throughout the organization

Multiple Data Sources

Allows users to manage data from a number of sources

Forecasting

Form predictions based on past and present data/trends

Customizable Branding

Add customized logos and colors to align with company branding

Charting

Manage patient documentation describing all clinical interactions, diagnoses, procedures, medications, etc.

Customization

Create labels for products that contain required information such as colors, sizes, dates, etc.

Role-Based Permissions

Set & manage permission levels based on user roles and restrict access to only authorized individuals

Real-Time Analytics

Analyze and gain insights into data in real-time

Workflow Management

Create, design and manage workflows for repetitive tasks

Collaboration Tools

Provides a channel for team members to share media files, communicate, and work together

Ad hoc Query

One-off queries made on an as-needed basis

Data Extraction

Automatically retrieve and pull information from documents, websites, images, data sets, and other sources

Data Synchronization

Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency

Application Development

Build unique software tools based on your specific requirements

Real-Time Reporting

Active reporting of data and metrics

Reporting & Statistics

Collection, analysis, and representation of numerical data and generation of reports to understand various patterns

Geographic Maps

Visualize locations on a map

Widgets

An extended application or connector that enables users to perform additional services with their current set of tools

SSL Security

Security protocol that ensures secure, encrypted communication over the internet, safeguarding sensitive data from unauthorized access

Reporting/Analytics

View and track pertinent metrics to find patterns and gain insights from data

Self-service Analytics

Generate reports on your own without IT involvement

Ad hoc Analysis

Data Capture and Transfer

Import, collect, and capture data from multiple sources

Integration into Third Party Applications

Embed/link applications into third party software so it can be accessed within a third party system

Ad hoc Reporting

Generate one-off reports that meet information requirements

Visual Workflow Management

Create, design, and visually represent processes within the software

Visual Analytics

Interact with data visualization elements, such as charts and graphs, to drill down into data

Single Sign On

Allow users to access multiple services after entering their login credentials once

Trend Analysis

Review data from past periods to reveal recurring tendencies and predict future performance

Predictive Analytics

Predict future data based on historical data sets

Data Visualization

Graphical representation of data

Data Connectors

Connect to big data sources

Benchmarking

Compare key metrics for the business against prominent players in the industry

Alerts/Notifications

Alerts or notifications of various types such as pop-up messages, sounds, banners, or badges

Streaming Analytics

Monitor and visualize trends across live data streams

Mobile Access

Access software remotely via mobile devices

Drag & Drop

Assemble applications and processes by dragging over and arranging pre-built components

Dashboard Creation

Creation and customization of dashboards

Metadata Extraction

Retrieval of embedded metadata that is present within a file

Automatic Backup

Data is backed up automatically to prevent data loss

Search/Filter

Search and filter data across systems to locate required information by entering keywords or certain criteria

Collaboration Tools

Provides a channel for team members to share media files, communicate, and work together

Activity Tracking

Track and document all activities across devices, networks, and other systems

Authentication

Verify the identity of users/devices to enable secure access

Data Security

Protect sensitive data for digital privacy

Data Mapping

Track the management and flow of data throughout the organization

Archiving & Retention

Moving and separately storing data that is not actively used or continuous storage of data for compliance purposes

Data Discovery

Discover and connect variety of data sources to the application for analysis

Data Catalog

An organized inventory of all data assets

Multiple Data Sources

Allows users to manage data from a number of sources

Categorization/Grouping

Organize and group data or items based on various criteria

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

Tagging

Attach digital tags to documents and assets for identification, search, or monitoring purposes

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

Role-Based Permissions

Set & manage permission levels based on user roles and restrict access to only authorized individuals

Single Sign On

Allow users to access multiple services after entering their login credentials once

Data Governance

Collection of processes, policies, and standards to manage the storage & usability of enterprise data

Content Library

Centralized repository to store content and assets

Data Synchronization

Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency

Data Import/Export

Import and export data to and from software applications

Access Controls/Permissions

Define levels of authorization for access to specific files or systems

Data Visualization

Graphical representation of data

API

Application programming interface that allows for integration with other systems/databases

Data Analysis Tools

Analyze survey results via statistical testing or crosstabs directly within the software

AI/Machine Learning

Software program that continuously adjusts its behavior based on observed data

Data Extraction

Automatically retrieve and pull information from documents, websites, images, data sets, and other sources

Reporting/Analytics

View and track pertinent metrics to find patterns and gain insights from data

AI Copilot

A virtual assistant that uses AI to pursue goals and complete tasks on behalf of users

Data Mapping

Track the management and flow of data throughout the organization

ETL

Process of extracting, transforming, and loading data

Big Data Analytics

Examine large amounts of data to uncover hidden patterns, correlations, and other insights

Data Quality Control

Establish guidelines about how much and what kind of data can be stored in the repository

Metadata Management

Indexes metadata descriptions for easier searching and enhanced insights

Collaboration Tools

Provides a channel for team members to share media files, communicate, and work together

Search/Filter

Search and filter data across systems to locate required information by entering keywords or certain criteria

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

Third-Party Integrations

Set up connections to third-party platforms to improve business processes

Data Synchronization

Synchronizing data between two or more devices/systems and automatically updating changes to maintain consistency

Data Import/Export

Import and export data to and from software applications

Customizable Rules

Rules followed by the software/AI can be configured by users to suit their specific needs

Master Data Management

Verify, organize, manage & store enterprise data assets in a centralized repository

Monitoring

Observe and track the demand, usage, progress or quality of a system, product, or user

Data Transformation

Translate EDI formats into data suitable for use with company applications.

Multiple Data Sources

Allows users to manage data from a number of sources

Self Service Portal

Online portal through which end users can access the system, manage tasks, or obtain information

Customer Database

A collection of customer information such as contact details, demographics, previous interactions, etc.

Data Verification

Process of checking different types of data for accuracy to avoid errors or inconsistencies

Data Migration

Move from one database to another, or upgrade the version of database software being used

Multi-Language

Manage and support multiple languages

Single Sign On

Allow users to access multiple services after entering their login credentials once

Duplicate Detection

Compare new data with existing records to detect duplicate entries

Email Address Extraction

Extract email addresses from multiple data sources

Reporting/Analytics

View and track pertinent metrics to find patterns and gain insights from data

Data Profiling

Examines, analyzes, and organizes data to create relevant summaries or graphs.

Data Extraction

Automatically retrieve and pull information from documents, websites, images, data sets, and other sources

Data Mapping

Track the management and flow of data throughout the organization

Address Validation

Verifies and confirms the accuracy of an address

Match & Merge

Looking at data from different sources and finding possible duplicates, or identical matches

Performance Metrics

A set of indicators that tracks the performance of networks, applications, systems, teams, etc.

Visual Analytics

Interact with data visualization elements, such as charts and graphs, to drill down into data

Version Control

Track revisions and updates made to files and navigate between different versions

API

Application programming interface that allows for integration with other systems/databases

Data Capture and Transfer

Import, collect, and capture data from multiple sources

Access Controls/Permissions

Define levels of authorization for access to specific files or systems

Compliance Management

Track and manage adherence to policies for any service, product, process, or supplier

Data Discovery

Discover and connect variety of data sources to the application for analysis

Show More

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##### Categories on G2

[
Analytics Platforms
](https://www.g2.com/categories/analytics-platforms)[
Embedded Business Intelligence
](https://www.g2.com/categories/embedded-business-intelligence)[
Data Quality
](https://www.g2.com/categories/data-quality)

[
Data Preparation
](https://www.g2.com/categories/data-preparation)[
DataOps Platforms
](https://www.g2.com/categories/dataops-platforms)[
Machine Learning Data Catalog
](https://www.g2.com/categories/machine-learning-data-catalog)

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