
Computer Vision Annotation Tool (CVAT)
The industry-standard open-source platform for professional data labeling and computer vision management.

The data-centric AI platform for high-quality training data and model evaluation.
Kili Technology is a premier Data-Centric AI platform designed to manage the entire lifecycle of training data, moving beyond simple annotation into complex data quality management. By 2026, Kili has solidified its position as the enterprise standard for high-stakes industries like healthcare, defense, and autonomous systems. Its technical architecture centers on a robust GraphQL API and Python SDK, enabling seamless integration into automated MLOps pipelines. The platform excels in 'Model-in-the-Loop' workflows, where pre-annotations and active learning significantly reduce labeling costs while increasing precision. Kili's 2026 iteration features advanced support for RLHF (Reinforcement Learning from Human Feedback), specifically tailored for fine-tuning Large Language Models. It provides a collaborative environment where domain experts, data scientists, and professional annotators can synchronize through rigorous QA workflows, inter-annotator agreement (IAA) metrics, and programmatic labeling. Whether deployed via SaaS, VPC, or on-premise, Kili offers the governance and security features required for SOC2 and GDPR compliance, ensuring that sensitive data assets remain protected while being optimized for high-performance model training.
Kili Technology is a premier Data-Centric AI platform designed to manage the entire lifecycle of training data, moving beyond simple annotation into complex data quality management.
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The industry-standard open-source platform for professional data labeling and computer vision management.

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