Graviti
Data Platform to Accelerate AI and Machine Learning
What is Graviti? Complete Overview
Graviti is a next-generation data platform designed to unlock the potential of unstructured data for AI and machine learning projects. It provides a comprehensive solution for data curation, version control, workflow automation, and collaboration, enabling businesses to derive actionable insights from complex datasets. The platform is tailored for data teams, ML engineers, and enterprises looking to streamline their data pipelines, improve productivity, and scale their AI initiatives efficiently. Graviti addresses key challenges such as data imbalance, quality inspection, preprocessing automation, and version tracking, making it an indispensable tool for modern data-driven organizations.
Graviti Interface & Screenshots
Graviti Official screenshot of the tool interface
What Can Graviti Do? Key Features
Cost-effective and Fast Data Curation
Graviti allows users to manage raw data, metadata, and semantic data in one unified platform. With customizable filters, users can query and process data efficiently. The zero-copy feature enables the curation of new datasets without duplicating data, saving both time and storage costs.
Data Version Control for Lineage and Collaboration
The platform offers a Git-like interface for data versioning, ensuring all changes are tracked and traceable. Teams can collaborate seamlessly using branches, making it easier to manage large-scale projects without conflicts.
Workflow Automation
Graviti’s workflow builder automates data pipelines, allowing users to process large volumes of data with unlimited compute resources at the click of a button. This feature significantly reduces manual effort and accelerates project timelines.
Identify Imbalanced Data
The platform helps users identify under-represented data segments, enabling them to collect additional data to balance datasets for more accurate machine learning models.
Inspect Data Quality
Graviti automatically spots low-quality data, incorrect semantic data, or metadata errors, flagging them for correction to ensure high-quality datasets for training and analysis.
Preprocess Data
Automate data preprocessing tasks such as augmentation, auto-labeling, and more, streamlining the preparation of datasets for machine learning or business analytics.
Automate Training
Set up automated pipelines triggered by new data additions, ensuring models are continuously trained and updated with minimal manual intervention.
Visualize Version Differences
Easily compare differences between any two versions of the same dataset, providing clarity on changes and facilitating better decision-making.
Collaborate Across Teams
Multiple teams can work on the same dataset simultaneously without interfering with each other’s progress, enhancing productivity and collaboration.
Best Graviti Use Cases & Applications
Logistics Company AI Development
A logistics company uses Graviti to streamline its AI development process. The platform helps the ML team save over 100 hours per week by automating data preparation and model training, significantly boosting productivity.
Open Dataset Hosting
Researchers and developers host high-quality open datasets like nuScenes, BDD100K, and MNIST on Graviti, making them accessible to the broader AI community for free.
Enterprise Data Analytics
Large enterprises leverage Graviti to unify their data teams and accelerate ML processes. The platform’s workflow automation and collaboration features enable seamless data handling across departments.
How to Use Graviti: Step-by-Step Guide
Sign up for a Graviti account and log in to the platform. Choose a plan that fits your business needs, whether it's free or a paid tier.
Upload your unstructured data to the platform. Graviti supports various data formats, making it easy to import your existing datasets.
Use the data curation tools to organize, filter, and preprocess your data. Leverage zero-copy curation to create new datasets without duplicating files.
Set up automated workflows for data processing and model training. Configure triggers to automate tasks based on new data additions.
Collaborate with your team using branches and version control. Track changes, visualize differences, and ensure seamless teamwork.
Monitor your data pipelines and model performance. Use Graviti’s analytics tools to derive insights and optimize your workflows.
Graviti Pros and Cons: Honest Review
Pros
Considerations
Is Graviti Worth It? FAQ & Reviews
Yes, Graviti offers a free plan that allows users to host open datasets and access basic data curation tools.
Graviti supports unstructured data in various formats, making it suitable for a wide range of AI and machine learning applications.
Yes, Graviti provides collaboration tools such as branches and version control, enabling seamless teamwork on shared datasets.
Graviti uses a Git-like interface for data versioning, allowing users to track changes, compare versions, and revert to previous states if needed.
Graviti is versatile and can benefit industries such as logistics, healthcare, retail, and more, particularly those leveraging AI and machine learning.