StockAnalytix is a research workspace rather than a single screen. Data from three exchanges is normalised into one schema before it reaches the interface, so a US ticker and an NSE ticker behave identically. An AI layer sorts candidates into bullish and risky and answers research questions against the same numbers shown on screen, so the chat can never contradict the dashboard.