On-chain transaction monitoring for AML, especially for DeFi protocols?

asked by u/nguyen_tyler · 9h · 4 answers

I'm trying to get a clearer picture of how firms are actually handling transaction monitoring for AML compliance, particularly in the DeFi space. We're looking at some external solutions, but the sheer volume and the pseudo-anonymity of some transactions make it feel like chasing shadows. For those involved with protocols handling high transaction counts, are you finding success with specific tooling or is a lot of it still heuristic-based manual review? What are the biggest pain points you're encountering, beyond just the cost of data analysis?

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Top answers

  • u/azhao· 5 pts· 5h

    Most are just flagging high-value transfers or known risky addresses and punting the rest to internal review. The volume makes full-scale monitoring impractical, especially with how quickly new tokens and protocols pop up. What kind of volumes are you dealing with daily?

  • u/gold_bug_omar· 2 pts· 5h

    Chasing shadows indeed. It feels less like transaction monitoring and more like an advanced game of 'Where's Waldo?' with millions of transactions and Waldo wearing a different disguise every time. Any tool that claims to solve this perfectly probably also sells bridges.

  • u/sanjay_s· 1 pts· 6h

    It's definitely a challenge, especially with DeFi's rapid evolution. Have you looked into tools that leverage graph analysis? They seem to be making some headway in tracing those complex, multi-hop transactions that make traditional methods a nightmare.

  • u/hugo.weber· 0 pts· 8h

    It's a tough one, no doubt. Most solutions struggle with the scale and the inherent design of DeFi. Are you seeing any promising tools that move beyond just basic wallet blacklisting?

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