Amazon SageMaker Ground Truth vs. Diffgram Data Labeling Comparison Chart

The training data platform for AI teams. A machine learning model is only as good as its training data. Labelbox is an end-to-end platform to create and manage high-quality training data all in one place, while supporting your production pipeline with powerful APIs. Powerful image labeling tool for image classification, object detection and segmentation. When every pixel matters, you need accurate and intuitive image segmentation tools. Customize the tools to support your specific use case, including instances, custom attributes and much more. Performant video labeling editor for cutting-edge computer vision. Label directly on the video up to 30 FPS with frame level. Additionally, Labelbox provides per frame label feature analytics enabling you to create better models faster. Creating training data for natural language intelligence has never been easier. Label text strings, conversations, paragraphs, and documents with fast & customizable classification.

Derive insights from your images in the cloud or at the edge with AutoML Vision or use pre-trained Vision API models to detect emotion, understand text, and more. Google Cloud offers two computer vision products that use machine learning to help you understand your images with industry-leading prediction accuracy. Automate the training of your own custom machine learning models. Simply upload images and train custom image models with AutoML Vision’s easy-to-use graphical interface; optimize your models for accuracy, latency, and size; and export them to your application in the cloud, or to an array of devices at the edge. Google Cloud’s Vision API offers powerful pre-trained machine learning models through REST and RPC APIs. Assign labels to images and quickly classify them into millions of predefined categories. Detect objects and faces, read printed and handwritten text, and build valuable metadata into your image catalog.

Build, deploy, and scale machine learning (ML) models faster, with fully managed ML tools for any use case. Through Vertex AI Workbench, Vertex AI is natively integrated with BigQuery, Dataproc, and Spark. You can use BigQuery ML to create and execute machine learning models in BigQuery using standard SQL queries on existing business intelligence tools and spreadsheets, or you can export datasets from BigQuery directly into Vertex AI Workbench and run your models from there. Use Vertex Data Labeling to generate highly accurate labels for your data collection.

Windocks is a leader in cloud native database DevOps, recognized by Gartner as a Cool Vendor, and as an innovator by Bloor research in Test Data Management. Novartis, DriveTime, American Family Insurance, and other enterprises rely on Windocks for on-demand database environments for development, testing, and DevOps. Windocks software is easily downloaded for evaluation on standard Linux and Windows servers, for use on-premises or cloud, and for data delivery of SQL Server, Oracle, PostgreSQL, and MySQL to Docker containers or conventional database instances. Windocks database orchestration allows for code-free end to end automated delivery. This includes masking, synthetic data, Git operations and access controls, as well as secrets management. Windocks can be installed on standard Linux or Windows servers in minutes. It can also run on any public cloud infrastructure or on-premise infrastructure. One VM can host up 50 concurrent database environments.

Sage Intacct is a premier cloud-based financial management software designed for growing businesses. It offers comprehensive features including core financials, accounts payable and receivable, cash management, and multi-entity consolidations. Sage Intacct's advanced modules cater to complex financial needs, ensuring scalability as your business grows. The software integrates seamlessly with other business applications, providing real-time financial and operational insights. Its user-friendly interface and customizable dashboards empower your team to adapt quickly and make data-driven decisions. Sage Intacct's robust reporting capabilities and automation of key financial processes help improve accuracy, efficiency, and compliance. Trusted by thousands of organizations, Sage Intacct streamlines financial operations, enhances visibility, and drives business growth. With award-winning customer support and continuous innovation, Sage Intacct is your partner.

One request through our shipping app or API instantly shows rates from a massive network of traditional and on-demand carriers, allowing you to create cost-effective shipping labels at scale. Generate labels and track shipments from one place. Self-service kiosk available. Pick from hundreds of shipping options sorted by speed and price. Access exclusive special rates or custom rate cards through our multi-carrier shipping platform. Ensure you’re shipping to a real address before the package leaves your facility. Delight and inform recipients with automated notifications based on package location. Create workflows to automate repeatable tasks and reduce manual work. Our multi-carrier shipping platform brings shipping and tracking together and replaces single-carrier, manual label generation with multi-carrier, dynamic label generation.

CODESOFT is an enterprise-level RFID and barcode label design software that offers flexibility, power, and support. Available in single-user and network licenses, CODESOFT is designed to meet all of your barcode labeling needs. Whether your goal is streamlining label printing, printing labels using a form, connecting a scale to your label template, or integrating your business database with your label templates, CODESOFT provides a solution for your organization’s most advanced labeling needs. Connect to SQL or Oracle databases for business system integrations and greater efficiency. CODESOFT includes over 100 barcode symbologies including GS1, supports all common image formats, and enables rich text editing. Native printer drivers are included for over 4,000 thermal, thermal transfer, and inkjet label printers to ensure the best label printing quality. CODESOFT label design software easily integrates with SENTINEL label print automation for a streamlined labeling process.

PackageX Inventory is a modern inventory management system that streamlines four-wall logistics workflows for warehouses, manufacturing sites, and eCommerce businesses. It combines shipping and inventory software to simplify fulfillment operations. With Inventory, you can match incoming packages against ordered lists, perform fulfillment, and manage items in your warehouse easily. APIs integration Give your existing ordering and inventory management systems the latest functionality and features via APIs with no down time. Arrival scanning Use an OCR-powered inventory app to extract label data and QR/barcodes to match inventory against manifests. Logs Build a detailed log of items shipped to and from warehouses and ecommerce fulfillment centers just from scanning label data. Workflows Automate package sorting, item storage, and fulfillment workflows with our inventory software or APIs connected to your current system.

The modern, flexible, easy-to-use LIMS. QBench enables our customers to get a LIMS up and running faster. Automate your entire lab with our developer-friendly API, Inventory Management, Customer Portal, Billing, and Quality Management System modules. QBench is a cloud-based Laboratory Information Management System (LIMS) that enables labs to streamline their entire testing workflow, from sample receiving to automated results reporting. QBench allows you to keep track of all your samples and where they are located in the workflow using a single system. QBench eliminates the need for spreadsheets, shared folders in the network, and paper-based tracking systems. View hundreds of PDF reports/COAs before publishing or emailing. Generate barcodes and create labels that you can customize for your samples. See counts and latencies for different data types in QBench. This includes metrics like turnaround time, sample counts per test, sample delay, and more!

PackageX OCR API converts any smartphone into a powerful universal label scanner that reads every bit of text on the label, including barcodes and QR codes. Our state-of-the-art OCR technology uses robust deep learning models and proprietary algorithms to extract information from package labels. Our OCR API is trained based on information from over 10 million labels, enabling over 95% scan accuracy -- the best in the market. Our technology scans in low-light conditions, reads at any angle, and works with damaged labels. Build your custom OCR scanner app and remove pen-and-paper inefficiencies. Easily extract information from both printed text and handwritten labels with our OCR scanner. Our OCR technology is trained on multilingual label data extracted from over 40 countries. Detect & extract information from any barcode or QR code.