Encord

Encord is a commercial platform that manages the data behind AI models, from collection and curation to annotation and evaluation. The vendor describes it as a multimodal data layer for physical AI and enterprise teams, covering sensor streams, video, audio and text in one place.

Annotation supports video, LiDAR, audio, text and sensor fusion within a single workflow, with label lineage and quality controls. Curation uses embedding-based search and model-in-the-loop selection to find rare edge cases and gaps in a dataset. An alignment area covers RLHF orchestration, rubric-based evaluation and pairwise comparison, so teams can find where a model fails and feed that back into training.

Encord also offers data as a service, supplying vetted expert annotators and managed collection pipelines that connect to the platform. It is a hosted commercial product with a public pricing page and a book-a-demo flow, and it advertises native agent integrations.