ChainLedgerAI is an API that provides on-demand analytics for Ethereum wallet addresses, delivering transaction counts, volume, counterparties, and activity patterns through a single API call instead of requiring manual BigQuery queries or block explorer navigation. The tool addresses the scalability challenge analysts face when repeatedly analyzing multiple addresses by offering standardized, point-in-time summaries with optional AI-generated plain-English narratives of on-chain activity.