create onchain incentives
that actually work

We detect coordinated behavior across your ecosystem
so rewards reach real users, not industrial farms

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Incentive Programs Fail When Behavior Is Invisible

Airdrops and points systems attract more than real users.

  • Coordinated multi-wallet clusters farm rewards
  • Growth metrics become distorted
  • Governance can be captured
  • Incentive capital leaks

Without behavioral intelligence, rewards flow to extractors, not contributors.

Run an Incentive Integrity Scan See a Sample Output
Cluster Alpha HIGH RISK
Sybil Incentive Farming Risk: High
Coordinated Wallets 1,972
Centroid 0xABCD...1234
Active Window Sep 2025 - Oct 2025
Behavioral Findings
Shared funding origin detected
Capital reuse across 14 identities
Synchronized transfer timing window
Incentive-linked contract interactions
Analysis completed: 72 hours ago ID: CLU-0x7F2A

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.

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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.