Monitors the entire tracked company universe for earnings events daily, automatically detecting new transcript releases within hours of publication. Each transcript undergoes 7 parallel extraction passes powered by a multi-model AI strategy, producing 14 structured intelligence fields — revenue, margins, EPS, guidance revisions, strategic initiatives, business problems, competitive mentions, M&A signals, capex changes, workforce shifts, geographic expansion, and management sentiment. A consensus validation layer cross-references extracted data points against multiple sources to ensure accuracy before delivery. Market reaction data — including post-earnings stock price movements and analyst sentiment shifts — is integrated automatically to provide real-time financial context. Results are matched to relevant Managing Directors based on their coverage universe and practice area alignment. The complete intelligence output feeds directly into the BD Radar briefing, replacing hours of manual transcript review per company with structured, pre-formatted insights ready for client conversations.