Use Cases

Market integrity intelligence for the moment before the decision.

Market Gamma Ray helps teams see when reported market activity may not match economically meaningful participation.

Investors and funds

Before taking a position, assess whether liquidity and volume appear organic or structurally suspicious.

Token issuers

Understand whether your market activity reflects real demand, artificial churn, or a risky liquidity program.

Listing teams

Screen tokens, pairs, and venues before listing, delisting, promotion, or index inclusion decisions.

CEX venues

Use internal order, trade, account, and metadata access to strengthen surveillance and evidence generation.

Regulators

Prioritize human review using market-wide candidate sets and transaction-level evidence.

Advisory and forensic firms

Add market-structure intelligence to client diligence, disputes, reviews, and investigations.