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Amazon SageMaker Canvas expands access to machine learning (ML) by providing business analysts with a visual interface that allows them to generate accurate ML predictions on their own, without requiring any ML experience or having to write a single line of code. Visual point-and-click interface to connect, prepare, analyze, and explore data for building ML models and generating accurate predictions. Automatically build ML models to run what-if analysis and generate single or bulk predictions with a few clicks. Boost collaboration between business analysts and data scientists by sharing, reviewing, and updating ML models across tools. Import ML models from anywhere and generate predictions directly in Amazon SageMaker Canvas. With Amazon SageMaker Canvas, you can import data from disparate sources, select values you want to predict, automatically prepare and explore data, and quickly and more easily build ML models. You can then analyze models and generate accurate predictions.

Scale Donovan is an AI-powered decision intelligence platform developed by Scale AI for government, defense, and intelligence organizations. The platform enables users to build, customize, evaluate, and deploy specialized AI agents that support mission-critical operations and decision-making. Donovan provides no-code tools for creating AI agents, connecting enterprise data sources, establishing knowledge bases, and integrating advanced language models into existing workflows. Its capabilities include intelligence analysis, document search, threat monitoring, operational planning, and automated report generation. The platform supports multiple AI models and offers evaluation frameworks, performance monitoring, and traceable responses to improve reliability and accountability. Donovan can operate across classified, unclassified, and air-gapped environments, helping government organizations securely deploy AI capabilities for complex operational requirements.