What Frontier Labs Buy: A Data Deep Dive with Handshake AI — Garrett Lord & Team
November 9, 2026
AI Summary
5 min readWhat Frontier Labs Actually Buy: Inside Handshake AI's Data Operation
Three years ago, the market for frontier training data was a billion dollars. It is now a $10 billion market. "Three years from now," says Handshake AI CEO Garrett, "I don't see how it's not a $100 billion market." The reason is that data has become the primary bottleneck for model progress, and the nature of that data has transformed completely—from college students drawing boxes around cars at $10 an hour to domain experts authoring entire simulated worlds.
The Shift from Labeling to Authoring
When large language models first emerged in late 2022, they produced gibberish, meaning a high school student could easily train them at scale through RLHF. That era is over. Models can now produce coherent language, reason through problems, and call tools. The bottleneck has shifted from volume to expertise and complexity.
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What you'll learn
- 1 Timestamped Navigation Outline
- 2 (00:00) **Market Growth & Data Evolution** - The data market has grown from $1B to $10B in three years, projected to reach $100B
- 3 (01:17) **The Shift from Labeling to Expert Authoring** - Data work has evolved from $10/hr college student labeling to expert-authored complex environments
- 4 (03:43) **Building Simulated Worlds for Agents** - Creating realistic RL environments requires authoring entire simulated ecosystems
- 5 (05:46) **The Environment Creation Process** - Detailed breakdown of building one unit of training/eval data
- 6 (08:12) **Data Generation Challenges** - Synthetic generation alone produces "slop" without expert steering
- 7 (09:01) **The Task Authoring Process** - Writing prompts and rubrics for agent tasks
+ Full timestamped outline available in the app
Show Notes
Our first deep dive with an AI data company. In roughly a year, Handshake built an AI training business doing nearly $1 billion in gross annualized revenue. What are frontier labs buying? Garrett Lord joins us with the people building reinforcement lea...