Why they are on the map
Co-author of 'Improving frontend design through Skills' on generic AI-looking UI. source — evidence dated 2025-11
Shapes what 'good data' means.
How Anthropic buys data
Open roles (updated Aug 2026) for 'Data Operations Manager, Human Data' (owns data strategy and 'strategic vendor partnerships', $270k-365k) and 'Product Management, Human Data Platform' (labeling interfaces, vendor tooling, crowdworker sessions, data-quality KPIs). The Information (via TechCrunch, Sep 2025) reported Anthropic leaders discussed spending over $1B on RL environments, working with Mercor and reportedly Mechanize. Surge AI publicly marketed that its human data powers Claude 3 (2024). Anthropic Labs' own design grader (Mar 2026) scores design quality, originality, craft and functionality, which is the closest public sign of design-taste evaluation.
Human Data sits alongside research: Data Operations Managers own data strategy and vendors for research teams (RLHF, safety, tool use, agentic), and a Human Data Platform team builds labeling interfaces, environment simulation and vendor tooling. RL environments have their own infra team ('Environments Infrastructure'). Claude Design is built inside Anthropic Labs (Krieger/Mann), and Jenny Wen leads design for Claude.
Known vendors: surge-ai, mercor, mechanize
This person was mapped in pass 1. Career, what they have said on the record, interviews, connections, why they matter to us and how to reach them are added in pass 2.