MetaComp launches governance framework for AI agents in financial services
MetaComp, a Singapore-licensed payments company, published the first governance framework for AI agents operating in regulated financial services. The StableX Know Your Agent (KYA) Framework establishes how AI agents are identified, authorized, monitored, and held accountable when handling payments, compliance decisions, and wealth management.
The framework addresses a control gap that has widened as banks deploy AI agents without adequate oversight. According to McKinsey's 2026 State of AI Trust survey, fewer than one in three financial organizations have governance controls in place for AI agents. In Singapore, only 47 percent of businesses have a documented responsible AI framework, compared to 63 percent among global AI leaders.
The problem MetaComp is solving
When a human employee leaves a company, their system access is revoked. When an AI agent completes a transaction, its identity and permissions do not automatically expire. An agent can persist in a system long after its mandate has ended, with no verified identity anchor and no accountability chain.
MetaComp co-president Tin Pei Ling said: "AI agents are already operating in financial services - initiating payments, making compliance decisions, managing portfolios. And yet there is no agreed standard for who those agents are, what they are permitted to do, or who is accountable when they act outside their mandate."
The framework operates across four pillars: agent identity and registration; authority and permission control; behavior monitoring and risk assessment; and ecosystem governance, which extends the Financial Action Task Force Travel Rule to agent-to-agent transactions.
How the framework works
Every AI agent is anchored to a verified identity linked to a real-world individual or institution through a tamper-resistant registry. Each agent operates within strictly defined permissions, with built-in safeguards that require human escalation when actions exceed approved thresholds.
The framework monitors agent behavior in real time, assessing not just what actions are taken but how they are executed and whether outcomes align with intent. All activities are recorded in an end-to-end audit trail accessible to regulators and institutions.
MetaComp extended the framework to agent-to-agent interactions, requiring the exchange of verified identity and transaction information across all agent-initiated activities within a single architecture.
Compliance data driving adoption
MetaComp analyzed more than 7,000 real-world transactions spanning traditional banking and blockchain networks. The analysis found that relying on a single screening tool can leave up to 25 percent of high-risk exposures undetected, even in hybrid environments.
Summer Yu, group chief compliance officer at Alpha Ladder Group, said: "Today's compliance frameworks were designed for a world where humans initiate transactions. That assumption no longer holds. In an agent-driven environment, these risks multiply, and without a defined identity layer, clear authorisation boundaries, or shared accountability standards, the control framework simply does not exist."
Availability and next steps
MetaComp is making the framework available to financial institutions, regulators, and technology partners for adoption and feedback. The framework governs all agents operating within the StableX Network and those accessing MetaComp's capabilities through the AgentX Skill ecosystem, available on Claude, Claude Code, and compatible platforms via Model Context Protocol.
The first Skill released is VisionX Know Your Transaction, a compliance layer combining four blockchain analytics vendors. Additional Skills covering cross-border payments, treasury, and wealth management will be available by late Q2 2026.
MetaComp processed over $10 billion in payment and over-the-counter volume in 2025 across 13 stablecoins. The company is licensed by Singapore's Monetary Authority as a Major Payment Institution and achieved full-year net profitability in 2025.
Learn more about AI for Finance and AI Agents & Automation.
Your membership also unlocks:
