Research Reports

Q2 2025 revenue grew 79% YoY to $58.4 million (prepared).
Adjusted EBITDA grew 375% YoY to $13.2 million, or 23% of revenue (prepared).
Adjusted gross margin was 43% in Q2, up from 32% in Q2 2024 (prepared).
Net income was $7.2 million in Q2, compared to a loss of $14,000 in Q2 2024 (prepared).
Cash increased sequentially from $56.6 million (Q1 end) to $59.8 million (Q2 end); an additional $8 million collected shortly after quarter close (CEO, CFO).
$30 million credit facility remains undrawn (CEO).
Full-year 2025 organic revenue growth guidance raised to 45% or more, up from prior 40% (CEO).
Forecast reflects new finalized deals and several highly likely to close; many pipeline deals not yet incorporated (CEO).
With one big tech customer, forecast $10 million revenue in H2 2025, vs. $200,000 over trailing 12 months (CEO).
Q2 incurred ~$1.4 million in operating expenses as investments in delivery, product innovation, go-to-market, and talent acquisition (CEO, CFO).
Expected tax rate going forward: approximately 27%–28% (CFO).

“We beat analysts' expectations across the board on key metrics; revenue, adjusted EBITDA, net income and fully diluted EPS.” (CEO)
“We believe that the future of LLM improvements lies not only in scale data, but in smart data.” (CEO)
“We believe agent-based AI is going to serve as the cornerstone technology that unlocks the full value of large language models and generative AI for enterprises.” (CEO)
“We believe the market for simulation data services and evaluation services to drive Agentic AI and robotics is likely to dwarf the market for frontier model post-training data.” (CEO)
“We believe we got a tiger by the tail and we're investing with the goal of positioning the company to align with what we project the market needs are going to be over the next few years.” (CFO)

Metric	Value	Speaker/Context
Revenue	$58.4M	Q2 2025, 79% YoY growth (prepared)
Adjusted EBITDA	$13.2M	Q2 2025, 23% of revenue (prepared)
Adjusted gross margin	43%	Q2 2025, up from 32% in Q2 2024 (prepared)
Net income	$7.2M	Q2 2025, vs. loss of $14K in Q2 2024 (prepared)
Cash (end of Q2)	$59.8M	Sequential increase from $56.6M (CEO)
Credit facility undrawn	$30M	Wells Fargo facility (CEO)
Full-year revenue growth guidance	45% or more organic	Raised from 40% (CEO)
H2 revenue from one big tech customer	$10M	vs. $200K trailing 12 months (CEO)
Q2 investment spend	~$1.4M	Operating expenses for growth initiatives (CEO, CFO)
Expected tax rate	27%–28%	Going forward (CFO)

Topic: 最大竞争对手被Meta收购后的市场机会
Key points:
- 管理层祝贺Scale AI成功，认为其估值证明数据的关键角色；收购前已积极拓展市场，收购后对特定公司加大 outreach。
- 机器人技术：LLM+边缘设备形成“非常强大的机器人”，训练/微调/评估相关市场规模预计将超过前沿模型的后训练数据市场。
Mgmt stance: 乐观；认为收购为公司带来加速市场存在的机会，且机器人领域是重大新市场。

Topic: 收入超预期原因、企业市场策略及投资计划
Key points:
- 收入实际环比持平（略升），此前预期下降约5%；最大客户Q2贡献约3390万美元，未见放缓。
- Q2投资（运营费用）约130万美元于销售、交付、产品等；Q3计划再增加约150万美元，以抓住市场机遇。
- 企业市场：Agentic AI被视为新经济基础设施，公司利用与前沿大客户的合作经验及流程整合能力拓展。
Mgmt stance: 乐观；认为管道机会巨大，只将30-60天内可关闭的项目纳入指引，但隐含更多潜在胜利。

Topic: 有机增长的驱动力、定价压力及客户关系进展
Key points:
- 公司增长全部为有机增长，管理层认为这是对产品能力的证明，且可持续。
- 竞争环境中客户更看重数据质量与综合服务，而非价格；公司并非最贵但属最好。
- 当前管道比上季度更大；上季度提到的客户关系中仅一项“休眠”，其余均已关闭或推进良好。
Mgmt stance: 乐观；相信有机增长可持续，且公司附加值使其在定价上不敏感。

Topic: 如何通过数据分析让客户数据更“智能”
Key points:
- 数据科学团队快速扩张，为工程团队生成类似白皮书的分析报告，包含数学公式和统计分析。
- 能力：将模型性能/缺陷与所需数据集进行关联，从而提升到与客户数据科学家共同决策的层面。
- 核心概念：不仅是“规模数据”，更是“智能数据”；该能力在过去几个月成为公司占据的新问题空间。
Mgmt stance: 乐观；认为该能力显著提升公司地位，带来巨大兴奋点。