A market map of who sells data labeling and human data for AI, sorted by how you buy, compiled by AI Circle (November 2026): annotation software platforms, open-source and self-hosted tools, managed AI data vendors, outsourcing and impact-sourcing BPOs, and crowd and contributor marketplaces. Each company is placed in its primary category as listed by AI Circle. Part of AI Circle's Human Data Landscape series of market maps.