Web3 platforms, including wallets and decentralized exchanges (DEXs), are increasingly focusing on pre-transaction risk detection as a critical component of their security measures. This approach involves identifying address reuse patterns, lookalike transfers, and transaction context before a transfer is signed. By implementing these measures, platforms aim to enhance security and protect users from potential threats in the rapidly evolving Web3 ecosystem.