卖什么
Enterprise post-training, monitoring, and continual learning platform
商业模式拆解
买家：谁掌握预算？
未核实Head of Engineering / CEO at AI startups; research leads; enterprise AI leaders without an ML team.
触发点：什么让他们现在购买？
Need a custom model on own data (data cannot leave the account, or agent performance on specific tool sets/workflows is insufficient) without hiring a research team.
工作流：什么输入变成什么输出？
Agents run: data curation (traces, docs, logs to training set), training (fine-tune to RL within a spend cap), evaluation in customer environment, serving (download weights or OpenAI/Anthropic-compatible endpoint).
经济账：省了什么，怎么收费？
Usage-based training/serving with customer-set spend caps; customer owns the weights. Claimed result: custom model tripled browser agent performance on EHR workflows at 20+ clinics (Novoflow).
渠道：怎么接触到客户？
Demo-led: Book a demo CTA; docs and SDK available for Evals.
融资历史与报道
| 融资日期 | 轮次 | 金额 | 投资方 | 来源 |
|---|---|---|---|---|
| — | YC 2026 冬季 | — | Y Combinator | ycombinator.com |
档案汇总自公开报道和公司官网。商业模式部分是 MaxBC 对这些材料的解读，不是已确认的事实；未知之处留空，不作猜测。 更新于 2026-10-12.