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Machine Learning Software with Workflow Management (2026)

Last updated: April 2026

Machine Learning Software Key Features

    Based on 227 user opinions, we identified 6 features that are important for any product in Machine Learning Software

  • Predictive Analytics

    Predict future data based on historical data sets

    Average user rating

    4.4

  • Predictive Modeling

    Analyzing historical and current data and generating a model to help predict future outcomes.

    Average user rating

    4.4

  • Data Import/Export

    Import and export data to and from software applications

    Average user rating

    4.3

  • API

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

    Average user rating

    4.6

  • Model Training

    Process of testing an ML algorithm by feeding it training data to learn from

    Average user rating

    4.7

  • Third-Party Integrations

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

    Average user rating

    4.5
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78 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

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Google Cloud Platform is a modular-based platform providing multiple build and scale services to businesses of any size within any industry. It offers tools for document storage, data warehousing, security key enforcement, app creation, API management, AI and machine learning, live chat, and more.

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MySQL logo

One database service for transactions, analytics, and ML

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MySQL is a relational database management system (RDBMS) designed to help businesses record, update, and manage data and deploy cloud-native applications. Features include data masking and de-identification, multi-document transaction support, intrusion detection, alerts & configuration management.

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ArcGIS logo

Mapping & analytics system for visualizing data by location

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ArcGIS by Esri is an integrated suite of geographic information system (GIS) software, providing a compliant platform for spatial analysis, data management, and mapping, with ArcGIS Online offering a web-based solution accessible anywhere, anytime for the creation & sharing of 3D map visualizations

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Reputation logo

Reputation management solution for multi-location businesses

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Reputation is a reputation management solution, that helps multi-location businesses monitor and improve online ratings, reviews, customer experience, traffic, and more. Its centralized dashboard lets companies collect data and provides a 360-degree view of online and offline reputation.

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TensorFlow logo

Open-source platform for creating ML-enabled applications

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TensorFlow is an open-source platform, which helps developers, businesses, and researchers build, launch, and manage machine learning (ML)-enabled applications. The solution offers a collection of customizable workflows to assist organizations with developing and training models.

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Snowflake logo
Category Leaders

Cloud data platform for tech professionals and businesses

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Snowflake is a cloud data platform that can enable critical data workloads and secure collaboration. This solution can be used to run data across multiple regions for a single, unified experience across a business ecosystem. Using a multi-cluster shared data architecture, Snowflake provides access to the same data without affecting business performance. The platform can scale to any volume of data and number of users.

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ServiceNow Customer Service Management logo

Automate requests and deliver effortless experiences

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ServiceNow Customer Service Management (CSM) is a comprehensive product designed simplify and improve the customer service experience. With CSM, companies can streamline their processes, automate their workflows, and provide self-service options for customers to engage on their channel of choice.

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Teramind logo

Employee Monitoring, Insider Threat & Data Loss Prevention

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Teramind is an employee monitoring, insider threats detection and data loss prevention solution. Track all activity and productivity of employees, privileged users, remote workers to prevent IP and data leaks.

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Admin By Request logo
Category Leaders

Local admin rights, managed.

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Endpoint privilege management with just-in-time admin elevation, full auditing, and secure remote access for Windows, macOS, and Linux. Anti-malware file scanning, SSO and MFA enforcement, ML and AI automation, temporary local admin accounts, and a full inventory and detailed auditlog.

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Dext logo

Powerful bookkeeping software for small businesses.

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Dext is an AI-powered bookkeeping platform that automates data capture from receipts, invoices, and e-commerce platforms like Amazon, Shopify, and Stripe. It streamlines pre-accounting, improves accuracy, and integrates with tools such as Xero, QuickBooks, and Sage.

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Kount logo

eCommerce fraud detection & prevention

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Kount's online platform provides a simple and comprehensive tool to reduce fraud and manual reviews for online and CNP merchants

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Cheat Layer logo

Cloud-based business automation solution

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Cheat Layer builds automation for you from end-to-end in simple, natural, language using a custom trained GPT-4 model. It builds and schedules automation for you just like a conversation with an engineer.

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Workday Financial Management logo

A fresh approach to financial management.

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Workday Financial Management is a web-based accounting and planning software that helps with strategic financial decisions and predictable customer outcomes. It manages the sales and revenue portfolio and allows a completely transparent sales management experience both in the office and on the road.

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JMP logo

Statistical tools for data analysis and discovery

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JMP is statistical software designed for data exploration and analysis, primarily serving scientists and engineers. The platform includes tools for data preparation, statistical analysis, graphing, and visualization within a single interface. JMP offers capabilities for importing data from multiple sources, automating repeat analyses without coding requirements, and sharing analytical discoveries across organizations.

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Rayven logo

Turn messy, siloed data into automations + operational apps.

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Rayven delivers operational systems for industrial businesses, turning messy data into automation and made-to-fit operational applications.

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Google Cloud BigQuery logo

Serverless and Multi-cloud Data Warehouse

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BigQuery is a serverless and multi-cloud data warehouse designed to help users turn big data into valuable business insights. Users can query structured data without the need to store it or load it into their own systems first.

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Y Meadows logo

Automate support requests that are slowing your team down!

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Y Meadows helps enterprises serve their customers and employees faster and more effectively than ever before using AI and custom NLP models to automate tasks that slow them down. For example, Y Meadows AI solution can automatically route, enrich, and resolve messages with zero human intervention!

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OpsVeda logo

Operations Management System

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OpsVeda enables organizations to make smarter, faster business decisions and achieve unprecedented operational efficiency.

It transforms every customer’s operations with Data and AI powered automation.

Users foresee challenges and opportunities in their their execution and create maximum impact.

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KNIME Analytics Platform logo

Make sense of data, together

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KNIME enables users to analyze, upskill, and scale data science without the need for coding. It's a complete platform that lets users blend, transform, model and visualize data, deploy and monitor analytical models, and share insights organization-wide with data apps and services.

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United Language Group Octave logo

Connecting the world through language expertise.

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United Language Group is a global localization, interpretation, and translation services company. They offer 24/7 support in over 200 languages, providing accurate and comprehensive language solutions for businesses across various industries. United Language Group's team of specialized linguists and advanced translation technologies ensure clear and effective communication, helping clients expand their reach and connect with diverse audiences worldwide.

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UniFi logo

UniFi — One system, limitless use cases.

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UniFi is one platform with limitless use cases across every department. With limitless use cases, innovative features, and the ability for end users to create bespoke apps without coding knowledge, UniFi is the one system that does it all.

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ModuleQ logo

AI platform for sales teams

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ModuleQ provides an AI augmentation solution that supports busy customer/ client-facing professionals and boosts their level of performance.

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Appen logo
Category Leaders

Artificial intelligence (AI) & machine learning (ML) tool

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Appen is the global leader in AI training data. We power AI innovation, building a future driven by cutting-edge advancements in smart technology. Most of today’s interactions between consumers and AI are supported by Appen.

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Solvemate logo

Enabling meaningful conversations.

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Solvemate enables brands to deliver quality customer service through meaningful conversations.

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Pairaphrase logo

AI Translation Management System for Enterprises.

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Pairaphrase is the AI Translation Management System for teams that value faster, smarter, and safer translation. Supporting 140+ languages, 20,000+ language pairs, and 25 file types—including scanned documents with OCR for PDFs.

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