Scale AI: From data labeling outsourcing

US · AI / LLM · Founder Journeys

Scale AI: From data labeling outsourcing US · AI / LLM · Founder Journeys 01 / 发家路径 02 / 失败与拐点 03 / 关键数据 起步 探索 增长 Inceptio… · 2016 · 发家路径 › 起步 Inceptio… 2016 Expansio… · 2018 · 发家路径 › 探索 Expansio… 2018 Transfor… · 2019 · 发家路径 › 增长 Transfor… 2019 核心数据 · 2025 Reven… · 关键数据 › 起步 核心数据 2025 Reven… Legend User UI Agent logic Policy Tool action Context / trace

失败与踩坑

  • • The rise of large models led to market s…
  • • Early reliance on the autonomous driving…
  • • Expert-level data services are extremely…

关键成功要素

  • • Delivering labeling results via engineer…
  • • Establishing irreplaceable
  • • Pivoting early to RLHF and expert data s…
  • • Deeply binding with top-tier AI clients …

经验教训

  • • Seemingly low-end labeling services can …
  • • Over-reliance on a single client industr…
  • • When technological paradigms shift
  • • Government and defense clients may have …