getapp-logo

App comparison

Add up to 4 apps below to see how they compare. You can also use the "Compare" buttons while browsing.

Software categoriesBlog & researchAbout us

GetApp offers objective, independent research and verified user reviews. We may earn a referral fee when you visit a vendor through our links. 

Machine Learning Software with Drag & Drop (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
1 filter applied

Features

Integrated with

Pricing model

Devices supported

Organization types

User rating

66 software options

Google Cloud logo
Category Leaders

Modular platform for computing, hosting, storage and more

learn more
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.

Read more about Google Cloud

Users also considered
MySQL logo

One database service for transactions, analytics, and ML

learn more
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.

Read more about MySQL

Users also considered
ArcGIS logo

Mapping & analytics system for visualizing data by location

learn more
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

Read more about ArcGIS

Users also considered
OriginPro logo

Cloud-based data analysis and graphing software

learn more
OriginPro is a cloud-based data analysis and graphing software that provides a complete set of data exploration, peak fitting, and surface fitting analysis tools for businesses across multiple sectors, including academic institutions, government organizations, and non-profits.

Read more about OriginPro

Users also considered
Docebo logo

AI learning platform with skills intelligence

learn more
Docebo Learning Platform is a cloud-based LMS enabling organizations to create, deliver, and manage training for employees, customers, and partners. It offers AI-powered content tools, skills intelligence, automated management, and a marketplace with 30,000+ courses. Features include gamification, social learning, virtual coaching, analytics, and enterprise integrations, supporting use cases like onboarding, compliance training, and customer education.

Read more about Docebo

Users also considered
Mixpanel logo

Powerful, self-serve product analytics.

learn more
Mixpanel helps companies build better products through data. With our powerful, self-serve product analytics solution, teams can easily analyze how and why people engage, convert, and retain to improve their user experience.

Read more about Mixpanel

Users also considered
Reputation logo

Reputation management solution for multi-location businesses

learn more
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.

Read more about Reputation

Users also considered
ServiceNow Customer Service Management logo

Automate requests and deliver effortless experiences

learn more
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.

Read more about ServiceNow Customer Service Management

Users also considered
Dext logo

Powerful bookkeeping software for small businesses.

learn more
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.

Read more about Dext

Users also considered
Cheat Layer logo

Cloud-based business automation solution

learn more
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.

Read more about Cheat Layer

Users also considered
JMP logo

Statistical tools for data analysis and discovery

learn more
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.

Read more about JMP

Users also considered
Rayven logo

Turn messy, siloed data into automations + operational apps.

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

Read more about Rayven

Users also considered
Heap logo

All-in-one solution for creating great digital experiences.

learn more
Heap is the only solution that shows you every action by every user on your product or site, then provides direction on the improvements that will most impact your business. With One-Click Session Replay & Autocapture, teams can quickly improve conversion, retention, and customer delight.

Read more about Heap

Users also considered
Y Meadows logo

Automate support requests that are slowing your team down!

learn more
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!

Read more about Y Meadows

Users also considered
KNIME Analytics Platform logo

Make sense of data, together

learn more
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.

Read more about KNIME Analytics Platform

Users also considered
UniFi logo

UniFi — One system, limitless use cases.

learn more
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.

Read more about UniFi

Users also considered
Cauliflower logo

Turn open feedback into insights—fast, smart, and scalable.

learn more
Cauliflower is an AI-powered platform for analyzing open-ended survey responses, reviews, and qualitative feedback. It offers topic detection, sentiment and driver analysis, multilingual support, dashboards, and API access—ideal for research and CX teams seeking scalable text analytics.

Read more about Cauliflower

Users also considered
Max AI logo

A GenAI analytics assistant for analyzing enterprise data

learn more
AnswerRocket is an AI-powered augmented analytics platform that enables business users to get instant answers and insights from their data. With AnswerRocket, customers can monitor key metrics, identify performance drivers and detect critical issues in seconds.

Read more about Max AI

Users also considered
Composable DataOps Platform logo

Business intelligence platform for application development

learn more
Composable is an integrated DataOps platform and business intelligence (BI) solution that helps enterprises automate data orchestration and application development processes using artificial intelligence (AI) technology. Businesses can utilize the data catalog module to clone and share data.

Read more about Composable DataOps Platform

Users also considered
Moveo.AI logo

Power the Toughest Conversations

learn more
Moveo.AI powers enterprises’ toughest conversations with goal-driven AI agents—enhancing efficiency, CX, and financial outcomes.

Read more about Moveo.AI

Users also considered
Talla logo

AI-powered automation solution for streamlining support

learn more
Talla facilitates integration with existing third-party applications and workflows to help businesses develop machine learning models of routine tasks, resolve frequent queries, and improve the productivity of agents.

Read more about Talla

Users also considered
Neuton AutoML logo

Machine Learning cloud platform. Zero coding

learn more
Neuton AutoML is a machine learning platform that helps businesses solve regression, multinomial, and time series classification problems. Team members can conduct exploratory data analysis, identify effects of changing individual variables, detect impactful features, and predict model lifecycle.

Read more about Neuton AutoML

Users also considered
SAS Customer Intelligence 360 logo

SAS CI360 reinvents marketing via data-driven decisioning

learn more
Machine learning is embedded into SAS Customer Intelligence 360 via the concept of guided analytics, which enables business users to leverage advanced ML features without writing code.

Read more about SAS Customer Intelligence 360

Users also considered
Black Crow AI logo

Cloud-based artificial intelligence tool for eCommerce.

learn more
Black Crow AI helps DTC brands scale profitability and acquire, recognize and retain customers across digital marketing channels.

Read more about Black Crow AI

Users also considered
Oracle Analytics Cloud logo

Become analytics-driven to improve business decisions

learn more
Oracle Analytics is the cloud platform for the entire analytics process. It securely ingests, models, prepares, enriches, and visualizes data, with embedded ML & natural language tech to increase productivity. Available on-prem, cloud, or hybrid, it offers flexible cloud paths.

Read more about Oracle Analytics Cloud

Users also considered