onchain risk intelligence

detect high-risk wallets and coordinated actors before they interact with your application

now onboarding early partners for our sybil intelligence alpha for ethereum mainnet

about frwd labs

frwd labs builds behavior-first onchain intelligence: real-time transaction and interaction analysis of how wallets move, cluster, and coordinate across blockchain ecosystems.

designed for compliance teams, protocol risk analysts, and security engineers who need actionable intelligence beyond sanctions and blacklist checks.

edge node
sybil intelligence (alpha)

sybil intelligence for ethereum mainnet (alpha)

our sybil intelligence module detects coordinated multi-wallet behavior on ethereum mainnet, including funding patterns, money-laundering clusters, asset-farming networks (such as airdrop farming), and other forms of sybil-like coordination that impact stablecoin flows and protocol risk.

cluster detection

group wallets into coordinated clusters by analyzing movement patterns, shared counterparties, timing correlations, and repeated interaction paths.

behavioral typologies

surface laundering-pattern flows, asset-farming networks such as airdrop farms, sniper activity, and other signatures of sybil-like coordination across defi and stablecoin ecosystems.

contract-level exposure

see which high-risk clusters interact with your contract, how frequently they appear, and the specific routers, paths, and intermediaries they use.