The most interesting design choice here is moving away from AI directly analyzing ticker data and toward web search matched to investor preferences. How do you stop the search agent from optimizing for relevance while quietly weakening source quality—for example, do you expose source recency, primary-vs-secondary evidence, and confidence separately? That transparency would make the output much easier to trust.