Startup Ideas AI

Dioptra is an open source data curation and management platform designed for computer vision, natural language processing (NLP), and large language models (LLMs). It helps users curate valuable unlabeled data, register metadata, diagnose model failure modes, and integrate with labeling and retraining stacks.

Encord is the complete data engine for AI model development. It provides tools and workflows for advanced computer vision teams to streamline their labeling and workflow management, clean and curate data, validate label quality, and evaluate model performance.

Voxel51 is a company focused on making visual AI a reality. They provide tools and resources, like FiftyOne, to help visual AI builders curate better datasets and build better models quickly and efficiently. Their platform enables users to analyze, curate, and evaluate multimodal datasets to improve model performance, identify failure modes, biases, and data gaps.