How investigators trace Monero and Zcash: ring signature heuristics, stealth address analysis, shielded pool exit tracing, and exchange deanonymisation methods.

Compare Chainalysis, Elliptic, TRM Labs and Crystal Intelligence on chain coverage, DeFi tracing, court reporting, and pricing for law enforcement investigators.

Evaluating blockchain forensics firms requires asking key questions about credentials, court track record, chain coverage, and methodology.

On-chain risk scoring assigns suspicion ratings to cryptocurrency transactions using exposure analysis, entity labeling, and behavioral signals.

DeFi protocols accounted for 67% of all crypto hacks in 2023. Expert guide to flash loan forensics, liquidity pool tracing, and smart contract event log analysis.

Transaction graph analysis reduces 100,000-address investigations to 12-15 hub nodes. Graph evidence accepted in 45+ jurisdictions (FATF 2023). Expert guide.

Ethereum forensics traces account activity, smart contracts, and ERC-20 token flows. 65% of DeFi hacks involve Ethereum protocols (Elliptic 2024). Expert guide.

Bitcoin UTXO analysis traces every satoshi from genesis block. 97% of traced Bitcoin reaches exchange accounts (Chainalysis 2024). Expert forensics guide.

On-chain clustering reduces 10,000 addresses to under 100 clusters with 97%+ accuracy. Expert guide to co-spend, graph-based, and seed-and-expand methods.

Chainalysis covers 100+ chains, Elliptic leads DeFi forensics, TRM Labs excels at API integration. Expert comparison of the 4 leading blockchain analytics platforms.