SCENARIO
Business Scenario
Family offices receive large volumes of sell-side research emails daily — Ginkgo processes whichever institutions the family office subscribes to (private bank advisors / investment bank institutions / independent third-party research all covered, no pre-signed data agreements required). PMs have no time to read each one; key information (rating changes / target price updates / revenue guidance / major catalysts / market views) is easily buried. Multiple institutions' views on the same instrument are spread across multiple reports and hard to compare side-by-side — a relationship manager wanting "the current target prices from 5 institutions on NVDA" has to search through every email. Filtering relevance to one's own holdings / watchlist is done manually.
MECHANISM
Mechanism · Two-Core Combination
Powered by Decoder + Polymorph two-core combination
Decoder
Connects to the family office inbox to auto-ingest sell-side research emails from every subscribed institution (private bank advisors / investment bank institutions / independent third-party research / any source). AI parses report content and structures key fields (rating / target price / revenue guidance / EPS / PE / EV/EBITDA / major catalysts / instrument linkages etc.), with traceability back to the original report.
Polymorph
Daily key takeaways auto-generated (condensing 10+ core points, each aggregating multiple research sources + citation count + traceable to original) + ETFs & Stocks multi-institution view aggregation (side-by-side ratings / target prices / revenue guidance / financial metrics for the same instrument from multiple institutions) + filter by holdings / watchlist for relevance (detailed expansion for holdings-related items / title-only for unrelated) + market category switching (daily market observations China / Overseas / Equity research / Fixed income research) + historical archive by date.