Spring Labs announced it raised $5 million in funding led by BankTech Ventures and Haymaker Ventures to expand its AI-native compliance and operations platform for financial institutions. The company said the funding will support growth beyond AI complaint and dispute agents into a broader compliance workflow and agent orchestration platform for banks, sponsor banks, and fintechs.
The company is developing an agentic AI platform specifically for regulated financial institutions, combining AI models with enterprise-grade security, workflow management, human oversight, and agent observability, all within customer-defined policies and controls.
Spring Labs said financial institutions are facing growing compliance workloads that are scaling faster than operational teams can manage. The company’s platform is designed to automate operational compliance tasks, including complaint identification, dispute routing, case documentation, reporting, and escalation management.
The company’s first major product, Zanko, focuses on complaints, quality assurance and quality control, and disputes. Zanko helps banks and fintechs identify customer complaints, standardize complaint handling workflows, and automate policy-driven execution across cases. According to Spring Labs, internal benchmarks and customer pilot programs showed that its Complaints Agent achieved up to 97% accuracy in identifying complaints during testing.
Spring Labs said it is already piloting the next phase of its platform with existing customers through a compliance-focused agent orchestration layer designed to manage AI agents across broader compliance and operational risk workflows. The platform is intended to allow financial institutions to deploy, monitor, and control AI agents while maintaining ownership of regulatory decisions and compliance responsibilities.
The company currently works with sponsor banks and fintechs, including WebBank, First Electronic Bank, and their fintech partners.
KEY QUOTES:
“Financial institutions are facing a structural challenge: compliance workloads are growing faster than teams can scale. Many of the most entrenched problems in compliance are not data problems — they are execution problems. Every customer conversation can create downstream work: complaints to identify, disputes to route, cases to document, reports to file, and escalations to manage. Spring Labs is building AI agents that help teams execute that work within customer-defined policies and workflows reliably, consistently, and under the control of compliance teams.”
John Sun, CEO And Co-Founder, Spring Labs
“The next generation of companies that win with banks will be AI-native, operationally efficient, and led by teams that genuinely understand how to build trust on the bank side of the table. Spring Labs is one of the few we’ve watched consistently demonstrate all three. We’ve known the team for a while, and partnering more closely through this investment was an easy decision.”
Carey Ransom, Managing Director, BankTech Ventures
“Compliance operations at banks and fintechs have long been a cost that scales with size — every new customer brings a new edge case, and every edge case eventually finds an analyst. Spring Labs breaks that link by automating the long-tail workflows that consume most analyst time. The value of this compounds as regulatory demands intensify.”
Phin Upham, Managing Partner, Haymaker Ventures
“Software engineers have already seen how AI can transform their work by helping them move faster, reduce repetitive tasks, and focus on higher-order judgment. We believe compliance teams deserve the same leap forward — but with the security, controls, workflows, and auditability required for financial services.”
John Sun, CEO And Co-Founder, Spring Labs
