| Description | Encord is a multimodal data infrastructure platform for annotating, curating, and evaluating AI training data across images, video, LiDAR, audio, text, and sensor fusion. It supports the full data pipeline from collection and labeling to model alignment (RLHF, rubric-based evaluation) and deployment feedback, and offers managed data-as-a-service with expert annotators. It is designed for Physical AI and enterprise teams building computer vision and multimodal AI systems. | Neon is a serverless Postgres platform (Lakebase Postgres) that separates storage and compute to enable autoscaling of CPU, memory, and storage to match workloads. It offers git-like instant database branching for isolated, copy-on-write copies used in development and testing, plus managed authentication, object storage, functions, and an AI Gateway. Neon was founded by Postgres committers and became part of the Databricks Platform in May 2025. |
