blockchain intelligence
get next-generation signals from onchain data
automate and act in real time
regulatory | reputational risk
our regulatory risk engine detects coordinated multi-wallet behavior onchain, including funding patterns, money-laundering clusters, incentive 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, incentive 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.
governance | incentive design
tools and frameworks for designing robust governance systems and incentive mechanisms that align stakeholder behavior with protocol objectives.
governance analytics
analyze voting patterns, delegate behavior, and proposal outcomes to understand governance health and participation dynamics.
incentive modeling
simulate and optimize token incentive structures to maximize desired behaviors while minimizing gaming and exploitation.
mechanism design
design and validate economic mechanisms that are resilient to adversarial behavior and aligned with long-term protocol success.
agentic workflows
high-signal blockchain datasets designed for autonomous agents - powering real-time decision making, automated responses, and intelligent onchain workflows.
agent-ready data feeds
structured, real-time data streams optimized for agent consumption - enabling autonomous systems to monitor and react to blockchain activity instantly.
actionable signals
pre-computed risk scores, behavioral patterns, and event classifications that agents can act on immediately without complex data processing.
integration-ready APIs
simple, well-documented APIs designed for seamless integration with agent frameworks, enabling rapid deployment of intelligent onchain workflows.
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.