Surge AI / Mercor / Turing (frontier data labor)
Expert human raters and SFT/RLHF contractors
Surge AI, Mercor, Turing, and Handshake supply the expert human contractors — PhDs, coders, doctors, lawyers — who produce the SFT demonstrations, preference data, and reasoning traces that post-train frontier models, a market that exploded after the Scale-Meta deal reshuffled loyalties. Surge reportedly surpassed $1B revenue. This is the hidden human-labor layer of reasoning-model training.
Surge revenue
>$1B (reported)
Supply
Expert SFT/RLHF labor
How it fits the stack
Surge AI / Mercor / Turing (frontier data labor) with what it depends on (above) and what it feeds (below). The figure renders as a crawlable diagram and upgrades to an interactive 3D graph as it scrolls into view.
Surge AI / Mercor / Turing (frontier data labor) in the AI stack. Surge AI / Mercor / Turing (frontier data labor) with its immediate upstream dependencies (top) and downstream dependents (bottom) in the AI value chain. Hover a node in 3D, or read the full relationships below.
Graph data (text) — 3 entities, 2 relationships
- Anthropic —uses→ Surge AI / Mercor / Turing (frontier data labor)
- OpenAI —uses→ Surge AI / Mercor / Turing (frontier data labor)