
Appen's AI training data and annotation services provide licensed, labeled, and annotated datasets across text, image, audio, video, and geospatial modalities, supporting the full AI development lifecycle including supervised fine-tuning, RLHF, chain-of-thought reasoning traces, adversarial red teaming, agentic AI training, and model integrity evaluation across 80+ languages and 500 global locales.