• Kalshi has built an internal AI agent named Harrison to design, review, and stress-test prediction market contracts.
  • The tool, based on Anthropic's Claude, flags risks, suggests new listings, and monitors news and competitors.
  • Harrison supports Kalshi's rapid scaling amid billions in monthly trading volume and complex contract validation.

AI-Driven Contract Risk Management

Kalshi, the U.S.-regulated prediction-market operator, has developed an internal AI agent nicknamed Harrison to enhance contract design and risk management, according to people familiar with the matter. The agent, built on Anthropic's Claude, analyzes contract wording, flags potential risks, proposes new listings, and tracks news and competitor activity.

"Harrison is a key part of our scaling strategy," a Kalshi spokesperson said. "It helps us ensure market integrity as we handle billions in monthly volume."

The move comes as Kalshi expands its product offerings and regulatory footprint. The platform, which offers Yes/No contracts on elections, sports, and policy outcomes, has seen surging demand from institutional investors.

Regulatory and Market Context

Kalshi operates under U.S. federal regulation, navigating a complex landscape of state and federal scrutiny. The use of AI for contract stress-testing aligns with broader trends in financial risk management, improving liquidity and trust in event-based instruments.

Industry observers note that Harrison could reduce mispricing and improve user protection by simulating thousands of outcomes before a contract goes live. For example, it might flag ambiguous wording like "certified results" versus "official results" in an election contract.

Future Implications

Short-term, Harrison is expected to streamline contract onboarding and strengthen risk controls. Long-term, AI-driven contract design could become standard in regulated prediction markets, potentially attracting more institutional participants.

Kalshi declined to comment on specific performance metrics or future features. The company continues to engage with regulators as it scales.

This article was updated to clarify Harrison's role in monitoring competitors.