The first architectural sketches of the analytics platform were drawn up in December, mapping the principal subsystems: market data ingestion, an AI analyst layer, charting, portfolio tracking, alerting, and the publication of a regular editorial product. The sketches were deliberately spare, intended to identify the major flows of data rather than to constrain the implementation.

Many of those flows survive in the present architecture. The principal change since has been the consolidation of editorial output into the Drusus Daily product, and the decision to host the corporate identity at a separate domain from the platform itself.