Human Intelligence for Better AI

Generalist

General-purpose datasets and cross-domain labeling for broad model coverage.

Prompt-Writing

Crafting and curating high-quality prompts and instructions for LLMs and multimodal models.

Boundary box labeling

Bounding box annotation, object tracking, and event labeling for surveillance datasets.

Reinforcement Learning using Human Feedback

Collecting human feedback and reward signals used in RLHF and ranking model pipelines.

IG entity reference

Entity linking, medical NER, and structured annotation for clinical and biomedical text.

Video annotation

Frame-by-frame labeling, activity detection, and shopper behavior annotation for retail analytics.

Audio annotation

Audio labeling for environmental monitoring, crop/animal sounds, and sensor audio datasets.

Text annotation

Financial document labeling, entity extraction, sentiment, and document classification.

3D point cloud annotation

3D segmentation, point-cloud labeling, and pose estimation for robotics and autonomy.

Other

Custom annotation, research datasets, and niche modality workflows.