档案库 · 金融科技 · 产品决策 · 2023-2026
Gradient Labs的赌注：Monzo校友用智能体运营银行业务；A轮融资达2600万美元
Gradient Labs由Monzo的AI团队创立，销售合规优先的智能体，用于贷款、争议和KYC；收入增长900%，A轮融资翻倍至2600万美元。
Gradient Labs
做的是什么生意
Gradient Labs builds vertical AI agents for financial services that automate customer servicing, lending lifecycles, dispute resolution, KYC checks and collections inside a bank's existing systems, with guardrails mapped to rules such as FCA Consumer Duty and the EU AI Act.
启动资金：$13M initial Series A (July 2025, led by Redpoint Ventures), upsized by $13M in June 2026 with Octopus Ventures and CommerzVentures joining, bringing total funding to $42.6M
起因
Gradient Labs was founded in 2023 in London by Dimitri Masin, Neal Lathia and Danai Antoniou, early employees of challenger bank Monzo who helped build its data science and machine learning capabilities across customer operations and financial crime. Having seen how hard regulated customer operations were to manage at scale, they concluded that compliance-constrained finance needed purpose-built agents rather than generic AI tools.
经过
The company launched agents for lending, disputes and KYC, integrating them into banks' existing infrastructure so institutions could automate workflows without ripping out their systems. It raised an initial $13M Series A in July 2025 led by Redpoint Ventures, with LocalGlobe, Puzzle Ventures, Liquid 2 Ventures and Exceptional Capital participating. On May 31, 2026 it announced a $13M extension led by Octopus Ventures and CommerzVentures, doubling the Series A to $26M, as revenue grew 900% over the previous year and customers expanded on both sides of the Atlantic.
结果
With the upsized round, Gradient Labs was building toward autonomous banking, automating complex, long-running financial operations from customer servicing to collections, and preparing to expand across the United States with its Lending, Disputes and KYB agents.
背景
Gradient Labs是一家伦敦初创公司，为金融服务构建垂直AI智能体。由三位Monzo前员工于2023年创立，它自动化受监管金融中最昂贵和最耗时的运营，包括客户服务、贷款工作流、争议解决、KYC检查和催收，在银行现有系统内工作。
创始团队Dimitri Masin、Neal Lathia和Danai Antoniou曾构建Monzo在客户运营和金融犯罪方面的数据科学和机器学习能力。他们的论点是，受合规约束的金融不会信任通用AI：每个Gradient Labs智能体，如贷款智能体、争议智能体或KYB智能体，都带有映射到FCA消费者责任和欧盟AI法案等规则的护栏和测试场景。
Gradient Labs于2025年7月完成了由Redpoint Ventures领投的$13M初始A轮融资，然后于2026年5月31日宣布由Octopus Ventures和CommerzVentures领投的$13M扩展融资，使本轮总额翻倍至$26M。当时，收入比前一年增长900%，客户满意度得分高达98%，仅其贷款智能体每月就处理数十万次客户通话。
该公司在欧洲拥有Wise、Monzo、Zego和Pockit，在美国拥有Current、Stash和Rho，覆盖了超过3200万终端用户。其赌注是银行将从附加的AI助手转向在金融系统内部自主执行运营任务的智能体，并且领域专业化，而非模型大小，是让监管者感到安全的因素。
这件事要成立，得有什么
- 创始人在Monzo构建了他们现在自动化的精确系统，这让他们在银行中拥有可信度，并拥有受监管客户运营的异常精确地图。
- 每个智能体都带有映射到FCA消费者责任和欧盟AI法案等规则的护栏和测试场景，使监管成为产品的一部分，而非销售障碍。
- 该平台与现有银行基础设施集成，而非要求拆旧换新，因此机构无需多年迁移即可自动化工作流。
- 在英国和美国的知名客户、3200万终端用户以及900%的收入增长，为A轮翻倍前提供了硬证据。
可借鉴之处
在受监管行业，将合规编码到智能体本身：领域护栏和测试场景成为通用副驾无法跨越的护城河。
后续进展
在2026年6月的扩展融资之后，Gradient Labs计划在美国扩展，并继续构建自主银行工具，处理从逾期付款催收到商定还款计划的长期流程。其定位从对话式AI转向直接在金融系统内执行运营任务的智能体，通过专注于受监管金融，与通用客户服务平台竞争。
资料来源
- Ex-Monzo team's Gradient Labs doubles Series A to $26M as AI agents take over financial operations
- Gradient Labs Raises $26 Million to Build Fintech's AI Agents
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