Top 10 Graviti Alternatives 2026
Unleash the power of AI with Graviti.
Trusted by 2M+ software buyers annually.
Main Features
- Collaboration
- Data Quality Control
- Version Control
Pricing
Graviti offers custom pricing plan
Graviti is a Data Science and Machine Learning Platforms platform. Teams looking for alternatives typically need better pricing flexibility, easier deployment, or a closer feature fit for their specific use case. Below you'll find 10 vetted Data Science and Machine Learning Platforms alternatives ranked by user rating, with filters to narrow by pricing, platform, and features — so you can find the right fit for 2026.
Graviti vs Top Alternatives at a Glance
Side-by-side comparison of pricing, user rating, and free trial availability to help you decide faster.
| Tool | Best For | Pricing | Rating | Free Option |
|---|---|---|---|---|
| Graviti Current | Data Science and Machine Learning Platforms | Custom pricing | No reviews | ✗ No |
 Saturn Cloud | Data Science and Machine Learning Platforms | Free plan available | 4.8 ★ | ✓ Yes |
 Gigasheet | Data Science and Machine Learning Platforms | $20 | 4.9 ★ | ✓ Yes |
 TrainingData.io | Data Science and Machine Learning Platforms | $20 | 4.1 ★ | ✓ Yes |
 Dremio | Data Science and Machine Learning Platforms | Custom pricing | 4.7 ★ | ✗ No |
 Explorium | Data Science and Machine Learning Platforms | Free trial | 4.8 ★ | ✓ Yes |
Showing 1-10 out of 10
List of the Top Graviti alternatives as of October 2026
Compare business software, products, and services to find the best solution for your business or organization. Use the filters on the left to drill down by category, pricing, features, market segment, user ratings, and more.
Saturn Cloud — 4.82★
Revolutionize data science with collaborative cloud computing.
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What is Saturn Cloud?
Saturn Cloud is a cloud platform for data science teams that supports Python and R within a shared workspace. Teams can run scheduled jobs, manage deployments, and collaborate on analyses without building or maintaining their own infrastructure, with resources that scale to match workload demands.
Read moreWhat reviewers like about Saturn Cloud
- Generous free GPU and CPU compute is repeatedly highlighted as great value for ML and data science work.
- The platform is easy to use, making it accessible to beginners and experts alike.
- It streamlines ML and data science workflows, letting users train and fine-tune models quickly.
Where Saturn Cloud falls short
- Some reviewers note that initial setup can be time-consuming.
Common Features
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Collaboration
Unique Features
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Machine Learning
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Scheduling
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Application Deployment
+ 1 more
Pricing
Saturn Cloud offers custom pricing plan
Gigasheet — from $20 · 4.88★
Effortlessly navigate big data insights.
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What is Gigasheet?
Gigasheet is your go-to cloud-based big data spreadsheet. It's easy to access insights from massive amounts of data with just a few clicks! Start taking advantage of 10GB of storage for free. Selecting a SaaS platform or database is a breeze with Gigasheet's compatibility with 135+ options — ...
Read moreWhat reviewers like about Gigasheet
- Cloud-based accessibility
- Supports large data sets
- Easy collaboration
Where Gigasheet falls short
- Limited to 10GB free storage
- May require learning curve
- Performance may vary with data size
Common Features
-
Collaboration
Unique Features
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Data Analysis
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Templates
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Reporting
+ 2 more
Pricing
Starts from $20/Month, also offers free forever plan
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TrainingData.io — from $20 · 4.1★
Accelerate your AI training with precision and efficiency.
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What is TrainingData.io?
TrainingData.io offers an AI-assisted image and video training data labeling system to ensure the highest quality of training data. With it, you can track and improve performance of annotators and enable data collaboration between data-science, development and product teams securely and ...
Read moreWhat reviewers like about TrainingData.io
- AI-assisted labeling
- Performance tracking
- Data collaboration
Where TrainingData.io falls short
- Complex setup process
- Requires training for optimal use
- Limited to image and video data
Common Features
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Collaboration
Unique Features
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Image Editor
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File Management System
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Annotation and Markup Tools
+ 3 more
Pricing
Starts from $20/User/Month, also offers free forever plan
Dremio — 4.67★
Transform your data into actionable insights.
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What is Dremio?
Dremio is a cutting-edge SQL lakehouse platform that empowers businesses with self-service and interactive analytics. It eliminates the complexity and high costs of data pipelines, allowing for smooth movement and storage of data in proprietary warehouses. Gone are the days of slow analytics ...
Read moreWhat reviewers like about Dremio
- Dremio allows easy configuration of multiple data sources and creation of virtual datasets, improving performance for data retrieval.
- Users appreciate the user-friendly interface and simple upgrades compared to other products.
- The tool enables creating specific data marts for different departments from a common database, promoting data transformation.
Where Dremio falls short
- Some users find the richness of features and customizations in Dremio complex, especially for newcomers without adequate support.
- A limited selection in the Marketplace for additional apps and connectors restricts advanced functionalities, as reported by some users.
Common Features
No common features
Unique Features
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Analytics
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Data Analysis
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Data Integration
+ 2 more
Pricing
Dremio offers custom pricing plan
Explorium — 4.85★
Unlock the potential of your data with AI.
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What is Explorium?
Explorium is a revolutionary data science platform that uses AI-powered Automated Data and Feature Discovery to gather insights. With thousands of supported data sources, Explorium helps boost market research accuracy, enrich client insights and develop new go-to-market strategies. Its advanced ...
Read moreWhat reviewers like about Explorium
- AI-powered data discovery
- Thousands of data sources
- Lead scoring features
Where Explorium falls short
- Complex setup process
- May require data integration skills
- Limited offline capabilities
Common Features
No common features
Unique Features
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Lead Scoring
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Visual Analytics
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Machine Learning
Pricing
Free Trial available
Explorium offers custom pricing plan
TensorFlow — 4.9★
Transform your machine learning projects with TensorFlow.
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What is TensorFlow?
TensorFlow is Google's open-source machine learning platform for building and deploying ML models. It supports distributed training across multiple machines, integrates with Keras for model development, and includes TensorBoard and Model Analysis tools for monitoring training progress. The TFX ...
Read moreWhat reviewers like about TensorFlow
- It handles very large, terabyte-scale datasets efficiently for machine learning and deep learning.
- Google integrations and cloud platform support make deployment fast and easy.
- It is versatile and robust, serving developers, data scientists, and researchers alike.
Where TensorFlow falls short
- The learning curve is steep and the tool can be hard to get into initially.
- It can run slower than similar tools and is less suited to mobile applications.
Common Features
No common features
Unique Features
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Machine Learning
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Monitoring
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Lifecycle Management
+ 2 more
LinkedAI — 4.63★
Accelerate your AI training with precision and quality.
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What is LinkedAI?
LinkedAI is a data labeling platform for ML engineers and AI product teams that need high-quality annotated training datasets for computer vision and NLP projects. It provides a managed labeling workflow with built-in quality controls, reducing the coordination overhead of running large ...
Read moreWhat reviewers like about LinkedAI
- Precision in data labeling
- Supports complex AI projects
- User-friendly platform
Where LinkedAI falls short
- Limited customization options
- May require technical knowledge
- Pricing may be high for small teams
Common Features
No common features
Unique Features
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Annotation and Markup Tools
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Labeling
Pricing
LinkedAI offers custom pricing plan
Akkio — from $20 · 4.69★
Power up your business with A.I analytics and forecasting.
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What is Akkio?
Akkio is the perfect solution to give your business a boost with Artificial Intelligence (A.I). Akkio is an AI-powered analytics and forecasting software, designed to help you make data-driven decisions for faster growth. It requires minimal coding or data science knowledge to use, and provides ...
Read moreWhat reviewers like about Akkio
- AI-powered analytics
- Minimal coding required
- Improved lead scoring
Where Akkio falls short
- Requires some data knowledge
- Limited to specific use cases
- Pricing not transparent
Common Features
No common features
Unique Features
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Fraud Detection
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Lead Scoring
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Classification
+ 1 more
Pricing
Starts from $20/Month when Billed Yearly, also offers free forever plan
Diffgram — 5★
Efficient, collaborative and accurate annotation made easy.
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What is Diffgram?
Diffgram is a highly efficient Training Data Software that is designed to help teams quickly and effortlessly annotate images and videos. Packed with a plethora of customizable tools such as Box, Polygon, Lines and more, Diffgram makes it easy to collaborate with your team and create ...
Read moreWhat reviewers like about Diffgram
- Efficient data annotation
- Customizable tools
- Real-time progress tracking
Where Diffgram falls short
- Limited to image and video annotation
- May require training for advanced features
- Dependent on team engagement
Common Features
No common features
Unique Features
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Creation (Development)
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Reporting and Visualization
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Video
+ 6 more
Pricing
Diffgram offers custom pricing plan
Azure Machine Learning Studio — 4.5★
Accelerate your machine learning with Azure.
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What is Azure Machine Learning Studio?
Azure Machine Learning Studio offers unparalleled speed and agility to help enterprises quickly create, train, and deploy models. This MLOps service makes it easier than ever to collaborate as a team and get machine learning models to market faster. With a secure and trusted platform, ...
Read moreWhat reviewers like about Azure Machine Learning Studio
- Drag-and-drop GUI makes building and training models accessible even to beginners with little coding or technical knowledge.
- Cloud-based platform scales to process large machine learning workloads without managing servers or infrastructure.
- Integrates seamlessly with Python, R, Excel and other Azure services for flexible end-to-end workflows.
Where Azure Machine Learning Studio falls short
- Some reviewers find pricing higher than expected, especially for storage compared to alternatives.
- The set of included problem-solving operations can feel limited in lower-tier packages.
Common Features
No common features
Unique Features
-
Labeling
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Access Control
Pricing
Azure Machine Learning Studio offers custom pricing plan
Graviti competitors, compared
There are 10 direct Graviti competitors in Data Science and Machine Learning Platforms. The ones that come up most often are Saturn Cloud, Gigasheet and TrainingData.io. Each is compared against Graviti on rating, pricing and feature coverage below.
Sites and apps like Graviti
Searches for "sites like Graviti" and "apps like Graviti" land on the same set of options as "Graviti alternatives" — the 10 options below cover both, whether you want a like-for-like replacement or something lighter.
What each Graviti alternative is good at
Generous free GPU and CPU compute is repeatedly highlighted as great value for ML and data science work.
Watch for: Some reviewers note that initial setup can be time-consuming.
Cloud-based accessibility
Watch for: Limited to 10GB free storage
Dremio allows easy configuration of multiple data sources and creation of virtual datasets, improving performance for data retrieval.
Watch for: Some users find the richness of features and customizations in Dremio complex, especially for newcomers without adequate support.
It handles very large, terabyte-scale datasets efficiently for machine learning and deep learning.
Watch for: The learning curve is steep and the tool can be hard to get into initially.
Precision in data labeling
Watch for: Limited customization options
Efficient data annotation
Watch for: Limited to image and video annotation
Drag-and-drop GUI makes building and training models accessible even to beginners with little coding or technical knowledge.
Watch for: Some reviewers find pricing higher than expected, especially for storage compared to alternatives.
Why teams look for a Graviti alternative
Here's what tends to push teams toward a Graviti alternative:
- Steep learning curve
- Requires technical knowledge
- Limited support resources
How to choose among Graviti alternatives
By the numbers, these 10 data science and machine learning platforms alternatives shake out as follows: 7 offer a free tier; and Diffgram is the highest rated at 5★ across 4 reviews.
How positions are set.
Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].
